diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 0a7e284cca3bc432fbb92917333f55afb06e0818..221a3f50ff277e2215fd10ef662606cbea6569f5 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": "20260623T000022Z", - "generated_at": "2026-06-23T00:05:13Z", + "snapshot_id": "20260623T060018Z", + "generated_at": "2026-06-23T06:11:43Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1169,9 +1169,9 @@ { "left_pr_number": 41116, "right_pr_number": 45613, - "code_similarity": 0.811, - "size_similarity": 0.9, - "file_overlap": 0.75, + "code_similarity": 0.792, + "size_similarity": 0.893, + "file_overlap": 0.692, "area_overlap": 0.882, "patch_similarity": 0.648, "shared_filenames": [ @@ -1224,12 +1224,12 @@ 307 ], [ - 742, - 748 + 746, + 752 ], [ - 1360, - 1366 + 1366, + 1372 ] ], "right_ranges": [ @@ -2363,257 +2363,6 @@ ] } ] - }, - { - "cluster_id": "cluster-45115-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "closed", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 45569, - "issue_numbers": [], - "pr_numbers": [ - 45115, - 45569 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 45115, - "right_pr_number": 45569, - "code_similarity": 0.113, - "size_similarity": 0.112, - "file_overlap": 0.143, - "area_overlap": 0.032, - "patch_similarity": 0.244, - "shared_filenames": [ - "src/transformers/models/auto/modeling_auto.py", - "src/transformers/models/nemotron_h/configuration_nemotron_h.py", - "src/transformers/models/nemotron_h/modeling_nemotron_h.py", - "src/transformers/models/nemotron_h/modular_nemotron_h.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/auto/modeling_auto.py", - "left_ranges": [ - [ - 695, - 701 - ] - ], - "right_ranges": [ - [ - 316, - 323 - ], - [ - 710, - 717 - ] - ] - }, - { - "filename": "src/transformers/models/nemotron_h/configuration_nemotron_h.py", - "left_ranges": [ - [ - 270, - 321 - ] - ], - "right_ranges": [ - [ - 1, - 4 - ], - [ - 11, - 85 - ] - ] - }, - { - "filename": "src/transformers/models/nemotron_h/modeling_nemotron_h.py", - "left_ranges": [ - [ - 39, - 44 - ], - [ - 47, - 53 - ], - [ - 87, - 94 - ], - [ - 105, - 110 - ], - [ - 264, - 269 - ], - [ - 677, - 682 - ], - [ - 718, - 723 - ], - [ - 811, - 817 - ], - [ - 844, - 1033 - ], - [ - 1040, - 1045 - ], - [ - 1050, - 1055 - ], - [ - 1058, - 1063 - ], - [ - 1069, - 1076 - ], - [ - 1082, - 1097 - ], - [ - 1112, - 1118 - ], - [ - 1142, - 1152 - ], - [ - 1184, - 1194 - ], - [ - 1238, - 1243 - ] - ], - "right_ranges": [ - [ - 1, - 4 - ], - [ - 11, - 130 - ] - ] - }, - { - "filename": "src/transformers/models/nemotron_h/modular_nemotron_h.py", - "left_ranges": [ - [ - 24, - 29 - ], - [ - 36, - 42 - ], - [ - 63, - 70 - ], - [ - 81, - 86 - ], - [ - 114, - 119 - ], - [ - 136, - 141 - ], - [ - 148, - 154 - ], - [ - 157, - 180 - ], - [ - 183, - 230 - ], - [ - 239, - 244 - ], - [ - 252, - 316 - ], - [ - 323, - 328 - ], - [ - 333, - 338 - ], - [ - 341, - 346 - ], - [ - 352, - 359 - ], - [ - 365, - 377 - ], - [ - 392, - 398 - ], - [ - 422, - 432 - ], - [ - 462, - 475 - ], - [ - 495, - 500 - ] - ], - "right_ranges": [ - [ - 0, - 0 - ] - ] - } - ] - } - ] } ], "duplicate_issues": [], @@ -2689,15 +2438,6 @@ "target_issue_number": 45081, "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-45115-2", - "canonical_pr_number": 45569, - "duplicate_pr_numbers": [ - 45115 - ], - "target_issue_number": null, - "reason": "PRs in cluster-45115-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-45561-3", "canonical_pr_number": 45645, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 2935d15af0132d3cd8abc8b7b0ed1b413789cb42..412fd778ca5fab52069a2ba245af15901f21c4e8 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": "20260623T000022Z", - "generated_at": "2026-06-23T00:05:13Z", + "snapshot_id": "20260623T060018Z", + "generated_at": "2026-06-23T06:11:43Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,10 +13,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:24643", "issue:30277", @@ -112,8 +112,8 @@ "issue:43425|issue:44292", "issue:34928|issue:41720", "issue:43828|issue:45161", - "issue:43828|issue:44292", "issue:43541|issue:43716", + "issue:43828|issue:44292", "issue:43716|issue:46468", "issue:43716|issue:45685", "issue:44292|issue:44918", @@ -132,316 +132,316 @@ "issue:43039|issue:44805", "issue:45800|issue:46304" ], - "prepared_review_unit_hash": "f990d5f91e0c7926e8dea9e2cef8b6ba3980fe5ec0a9e7bb7f6c5c3ffdada2c9", + "prepared_review_unit_hash": "aea7d9545f14d1185ba67c0a923ba9718f712840bbd4270062ab4bccfdadd2ab", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46596, - "estimated_input_tokens": 11649, - "estimated_eval_tokens": 23554 + "serialized_chars": 46598, + "estimated_input_tokens": 11650, + "estimated_eval_tokens": 23556 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of thematically similar but distinct issues (DeepSpeed, model-specific runtime errors, docs cleanup). Only the two Bert + DeepSpeed ZeRO-3 index-out-of-bounds reports look like the same underlying bug.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43596 is the clearest representative of the true duplicate pair: it names the exact ZeRO-3 BertModel index-out-of-bounds failure, and is slightly more specific than issue:43638.", + "summary": "This cluster is mostly heterogeneous, with only two high-confidence duplicate pairs: the BERT + DeepSpeed ZeRO-3 init index-error reports, and the Torch 2.4.1 compatibility reports. Most other pairs share only broad subsystem overlap or similar error shapes, not the same underlying bug.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43596 is the clearest concrete bug report and has a near-identical companion in 43638; both describe the same DeepSpeed ZeRO-3/BERT init path failing with an index-0-out-of-bounds error.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best overall issue to anchor the cluster because it matches the only strong duplicate pair and describes the failure mode precisely.", + "best_issue_reason": "issue:43596 is the best representative of the strongest duplicate group in this cluster; it is specific, reproducible, and clearly maps to a single underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different models and failures: missing Qwen3_5Config attribute vs streaming chat/completions bug." + "reason": "Different failures: missing config attribute in Qwen3.5 vs chat/completions streaming inference error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated hardware/backend errors: AMD GPU failure vs MPS histogram op not implemented." + "reason": "Both involve backend/GPU issues, but the concrete bugs differ: AMD GPU failure for GPT-OSS-20B vs MPS histogram op not implemented for Int." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model paths and root causes; both are runtime issues but not the same bug." + "reason": "Different model families and failure modes: Mistral-3 image-preprocessor dtype mismatch vs GPT-OSS running on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different model/runtime contexts; dtype mismatch under autocast is not the AMD GPU failure here." + "reason": "Both are dtype/backend problems, but one is an autocast mismatch in Phi-tiny-MoE and the other is a GPT-OSS AMD runtime failure." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different models and symptoms; Nemotron example failure is not the GPT-OSS AMD GPU issue." + "reason": "Different issues: GPT-OSS-20B AMD GPU failure vs a broken Nemotron example." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model-specific errors; no shared concrete code path." + "reason": "Not the same bug; GPT-OSS-20B on AMD GPUs and GraniteMoEHybrid calling an invalid method are unrelated code paths." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated." + "reason": "DeepSpeed ZeRO-3 collective mismatch is unrelated to ModernBERT ONNX export errors." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different export/backend problems on different models." + "reason": "Both are model/export/runtime problems, but they involve different models and unrelated failures." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error vs device-mapping CUDA assert are unrelated." + "reason": "ModernBERT ONNX export and Qwen3 auto device-mapping cuda asserts are unrelated." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "One is a task crash, the other is outdated RAG docs; same broad area but not the same issue." + "reason": "Different topics: table-question-answering crash vs outdated RAG examples." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanups, but they target different removed features and are not the same change." + "reason": "Both are docs regressions in v5, but they refer to different removed documentation topics and do not look like the same concrete issue." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Different failure modes: ONNX export vs GenerationMixin import error." + "reason": "ONNX export error and GenerationMixin import error are distinct failures." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different training issues; remote-code resume is not the same as SFT embedding unpacking." + "reason": "TRl SFT embedding unpacking bug is unrelated to resuming training with local models and trust_remote_code." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Different bugs in different Gemma/Qwen paths; mask-shape mismatch is not the device-mismatch issue." + "reason": "Mask-shape index error and Gemma4 PLE device mismatch are different forward-pass bugs." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Different errors and code paths; index-out-of-bounds with ZeRO-3 is unrelated to the mask/tensor shape mismatch." + "reason": "Both mention shape/indexing errors, but one is DeepSpeed ZeRO-3 BERT init and the other is a mask/tensor indexing mismatch." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "No meaningful overlap beyond training; remote-code resume is unrelated." + "reason": "No clear overlap between BERT ZeRO-3 init failure and resume-training/trust_remote_code behavior." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different error signatures and subsystems." + "reason": "Different failures and code paths: ZeRO-3 BERT init vs a generic mask/tensor shape mismatch." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask/tensor indexing bug vs video chat-template mismatch are unrelated." + "reason": "Mask-shape mismatch is unrelated to Qwen3.5 video token/feature count mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different model/runtime problems; no shared bug." + "reason": "These are different model/runtime issues; only the error category is superficially similar." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Remote-code training resume and Nemotron example breakage are unrelated." + "reason": "Resume-training with remote code is unrelated to the Nemotron example being broken." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration bug and training resume issue are different." + "reason": "Qwen3-vl video StopIteration and training resume failure are unrelated." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different bug families; only both mention training infrastructure." + "reason": "DeepSpeed ZeRO-3 BERT init error is unrelated to local-model resume training with trust_remote_code." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor preset handling and ModernBERT ONNX export are unrelated." + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated bugs." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but the concrete failures differ: collective mismatch vs index-out-of-bounds." + "reason": "DeepSpeed collective mismatch in Jamba-v01 is not the same as the BERT ZeRO-3 index error." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3 Bert index-out-of-bounds failure; one is just phrased for BertModel, the other for a non-pretrained Bert model." + "reason": "Same underlying bug: DeepSpeed ZeRO-3 initialization with BERT models hits the same index-0-out-of-bounds failure." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Different MoE/kernel vs tensor-parallel issues." + "reason": "Liger Kernel cross-entropy being called and GPT-OSS TP failure are different issues." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Incorrect detokenization and LoRA merge/save mismatch are different bugs." + "reason": "Different symptoms and code paths: detokenization regression vs LoRA merge/save/load mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "NVFP4 runtime error and LoRA save/reload mismatch are unrelated." + "reason": "Qwen-3-8B-NVFP4 runtime error and LoRA merge/reload inconsistency are unrelated." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for one model vs remote-code config_class AttributeError are different code paths." + "reason": "Processor failure for Voxtral and remote-code config_class AttributeError are different problems." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but they describe different failures and likely different fixes." + "reason": "Both involve training/DeepSpeed, but the concrete errors and failure modes are unrelated." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP checkpointing recompute mismatch is unrelated to the mask-shape indexing error." + "reason": "Activation-checkpointing/FSDP recomputation mismatch is not the same bug as a mask shape indexing error." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same class/component, but different failures: CPU offload incompatibility vs uninitialized memory after materialization." + "reason": "Same class name appears, but one is CPU-offload incompatibility and the other is uninitialized memory after meta->to_empty materialization." }, { - "left": "issue:39290", - "right": "issue:45081", + "left": "issue:43638", + "right": "issue:45161", "accept": false, - "reason": "Different models and subsystems: Gemma3 config mismatch vs Mistral tokenizer regex patch crash." + "reason": "BERT ZeRO-3 init failure and GPT-OSS tensor-parallel failure are unrelated." }, { - "left": "issue:45823", - "right": "issue:45874", + "left": "issue:34928", + "right": "issue:36331", "accept": false, - "reason": "Both are Gemma4 issues, but one is a device mismatch and the other is an expensive reverse-embedding lookup." + "reason": "FSDP activation-checkpointing tensor-size recomputation and custom trainer loss signature mismatch are unrelated." }, { - "left": "issue:45800", - "right": "issue:46515", + "left": "issue:43596", + "right": "issue:45161", "accept": false, - "reason": "Both mention torch 2.4.1 incompatibility, but one is a specific transformers 5.8.0 regression and the other is too generic to confirm the same bug." + "reason": "Different model/runtime layers: BERT ZeRO-3 init vs GPT-OSS tensor parallelism." }, { - "left": "issue:43425", - "right": "issue:44292", + "left": "issue:43716", + "right": "issue:45507", "accept": false, - "reason": "Generic torch-version incompatibility vs NVFP4 runtime failure; not the same issue." + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method call are unrelated." }, { - "left": "issue:43828", - "right": "issue:45685", + "left": "issue:44292", + "right": "issue:45237", "accept": false, - "reason": "Different dtype/autocast vs MPS integer histogram failure." + "reason": "Qwen-3-8B-NVFP4 runtime error and GPT-OSS AMD GPU failure are distinct model/back-end issues." }, { - "left": "issue:43541", - "right": "issue:43716", + "left": "issue:45874", + "right": "issue:46294", "accept": false, - "reason": "Mixtral grouped_mm tracing error is unrelated to the Mistral image-preprocessor dtype mismatch." + "reason": "Gemma4 reverse embedding lookup regression and Qwen3.5 video token mismatch are different issues." }, { - "left": "issue:43716", - "right": "issue:46468", + "left": "issue:39290", + "right": "issue:45081", "accept": false, - "reason": "Different models and error classes." + "reason": "Gemma3 config missing attribute for vLLM and Mistral tokenizer patch crashing on backend_tokenizer are unrelated." }, { - "left": "issue:43716", - "right": "issue:45685", + "left": "issue:45823", + "right": "issue:45874", "accept": false, - "reason": "No shared underlying bug; one is a dtype mismatch, the other an unimplemented MPS op." + "reason": "Device-map forward mismatch and reverse embedding lookup regression are different Gemma4 bugs." }, { - "left": "issue:43596", - "right": "issue:43638", + "left": "issue:45800", + "right": "issue:46515", "accept": true, - "reason": "Same DeepSpeed ZeRO-3 Bert index-out-of-bounds bug, just reported with slightly different model wording." + "reason": "These describe the same underlying compatibility problem centered on torch 2.4.1; one is just a more specific wording of the same incompatibility." }, { - "left": "issue:44292", - "right": "issue:44457", + "left": "issue:43425", + "right": "issue:44292", "accept": false, - "reason": "Different problems: FP4 runtime error vs LoRA merge/reload inconsistency." + "reason": "Torch 2.10 incompatibility and Qwen-3-8B-NVFP4 runtime error are not the same issue." }, { - "left": "issue:45874", - "right": "issue:46294", + "left": "issue:34928", + "right": "issue:41720", "accept": false, - "reason": "Different Gemma4 inputs_embeds issue vs Qwen3.5 video template mismatch." + "reason": "FSDP checkpointing size recomputation and Qwen3 auto device-map cuda asserts are unrelated." }, { - "left": "issue:39290", - "right": "issue:45081", + "left": "issue:43828", + "right": "issue:45161", "accept": false, - "reason": "No shared concrete bug; one is config/version support, the other tokenizer patching." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and GPT-OSS only-TP failure are different bugs." }, { - "left": "issue:45823", - "right": "issue:45874", + "left": "issue:45800", + "right": "issue:46304", "accept": false, - "reason": "Same model family but distinct bugs and code paths." + "reason": "Torch 2.4.1 compatibility and USE_DISTRIBUTED=0 breakage are different version-incompatibility issues." }, { - "left": "issue:45800", - "right": "issue:46515", + "left": "issue:44509", + "right": "issue:44512", "accept": false, - "reason": "Insufficient evidence that the two torch 2.4.1 reports are the same concrete incompatibility." + "reason": "Both are v5 docs regressions, but one is about pipeline tasks and the other about the transformers run command; not the same concrete docs bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The summary stays conservative and matches the packet: most pairs are clearly distinct by title/bug family, and the only accepted duplicate pair (issue:43596 / issue:43638) is well supported by the near-identical ZeRO-3 Bert index-out-of-bounds signature." + "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted duplicate pairs are well supported by the issue titles and descriptions, and the rejected soft-edge pairs are explained in a cautious way without overclaiming sameness. No mergeability issue applies here since this is not a PR pair cluster." }, "evaluator_used": true, "retried": false, @@ -457,10 +457,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:36010", "issue:39290", @@ -552,268 +552,280 @@ "issue:45800|issue:45823", "issue:43296|issue:43366" ], - "prepared_review_unit_hash": "f3d202d80f59b6b4cd362dc5d3bdbe685aedbdcb11a70f7b833979e5ca41e52f", + "prepared_review_unit_hash": "d6928c1b4e47bbf8cff6331a297f94a03fadbee51e6a54a2d4e019d13049c776", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 40, - "serialized_chars": 38903, - "estimated_input_tokens": 9726, - "estimated_eval_tokens": 19708 + "serialized_chars": 38898, + "estimated_input_tokens": 9725, + "estimated_eval_tokens": 19706 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly noisy, but there is one clear duplicate pair around the v5 AutoTokenizer token-ID regression. Most other pairs share only broad themes (same subsystem, same error class, or same framework) without the same underlying bug.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45920 is the broadest and most representative report of the same AutoTokenizer v5 regression; it covers multiple affected model families and subsumes the narrower Granite-only report in issue:45812.", + "summary": "Mostly heterogeneous issue set with many superficial similarity matches around Transformers regressions. Only the AutoTokenizer token-ID regression pair looks like a true duplicate; the other soft pairs differ by model, failure mode, or code path.", + "confidence": 0.74, + "canonical_issue_reason": "No single canonical issue fits the whole set because the items span unrelated bugs. If one representative is needed, issue 45920 is the best broad v5 tokenizer-regression report and likely subsumes 45812.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best global issue choice because it captures the widest repro set and the shared failure mode for the tokenizer regression.", + "best_issue_reason": "45920 is the strongest umbrella issue here: it covers multiple affected model families, has inbound references, and is the broader version of the one clear duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Different models and different failure modes: checkpoint corruption/load failure vs text-encoder weights not loaded." + "reason": "Different bugs: corrupted checkpoint vs missing text-encoder weights during model loading." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Unrelated regressions: PaddleOCR-VL/vLLM model loading vs distributed build support." + "reason": "Unrelated failure modes: PaddleOCR-VL/vLLM load issue vs USE_DISTRIBUTED=0 support regression." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Both are ZeRO-3 index errors, but the model-specific loading paths differ and the reports are too generic to confirm the same bug." + "reason": "Both are ZeRO-3 IndexErrors, but one is Gemma3 loading and the other is BertModel init; not enough to treat as the same concrete bug." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different issues: a missing Gemma3 config attribute in vLLM vs a Qwen3 auto-device CUDA assert." + "reason": "Different model-specific errors: missing Gemma3 sliding_window_pattern vs Qwen3 auto device-map cuda assert." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Different compatibility problems with no shared concrete code path." + "reason": "Different subsystems: float8 storage lookup vs distributed build/runtime support." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they concern different documentation and different removed/changed behaviors." + "reason": "Both touch docs, but they are different documentation issues with different removed/changed behavior." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different tasks and failures; only broad framework relevance overlaps." + "reason": "Different areas and failures: AMD GPU support vs table-question-answering runtime crash." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Different bugs: Liger kernel cross-entropy routing vs Qwen3-VL video input StopIteration." + "reason": "Liger kernel cross-entropy dispatch issue is unrelated to Qwen3-VL video StopIteration." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Both touch multimodal Qwen/Gemma flows, but device mismatch and video-token/template mismatch are different problems." + "reason": "Both mention device/multimodal mismatches, but the failing code paths and symptoms are different." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Unrelated: detokenization bug vs outdated RAG examples." + "reason": "Different problems: incorrect detokenization vs outdated RAG examples." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different models and error types; no shared underlying bug is evident." + "reason": "Processor failure for Voxtral is unrelated to Gemma4 PLE device placement." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption/load failure is unrelated to NVFP4 compatibility for a different model." + "reason": "Checkpoint corruption vs ModelOpt/NVFP4 compatibility are not the same bug." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Model-loading implementation bug vs documentation examples." + "reason": "NemotronH checkpoint loading problem is unrelated to documentation freshness." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Both are regressions, but one is about remote_code models and the other about USE_DISTRIBUTED=0 support." + "reason": "Both are version regressions, but one is remote_code breakage and the other is PyTorch build/support with USE_DISTRIBUTED=0." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same underlying AutoTokenizer v5 regression causing wrong token IDs; 45920 is the broader duplicate." + "reason": "Same underlying tokenizer regression: AutoTokenizer returns wrong token IDs in v5, with 45920 being the broader multi-model report." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Both involve loading checkpoints, but the models and likely root causes differ." + "reason": "Different model-loading failures: corrupted checkpoint vs missing NemotronH checkpoint support." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "Bitsandbytes parameter-construction incompatibility is unrelated to distributed build support." + "reason": "bitsandbytes Int8Params keyword-argument incompatibility is unrelated to the distributed support regression." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Different topics entirely: NVFP4 model execution vs RAG examples." + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to RAG documentation content." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but the model families and failure modes are different." + "reason": "Different sliding_window issues in different model families and with different missing/error conditions." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are shape/index errors, but the symptoms and repro contexts do not match closely enough." + "reason": "Both are IndexErrors, but one is a mask-shape mismatch and the other is a ZeRO-3/BertModel empty-tensor case." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper loading failure and table-question-answering crashes are unrelated." + "reason": "Whisper cannot run and table QA crashing are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different model-specific load failures." + "reason": "Model load/test failure for GLM-4.7-Flash is not the same as a corrupted Ovis2 checkpoint." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are different issues." + "reason": "Different version compatibility bugs: Torch 2.10 compatibility vs pydantic PretrainedConfig field breakage." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization regression and table QA crash are unrelated." + "reason": "Wrong detokenization and table QA crash are unrelated bugs." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper load failure is unrelated to the pydantic config regression." + "reason": "Whisper load failure and PretrainedConfig pydantic regression do not share a code path." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Both mention version incompatibility or ZeRO-3 issues, but they are about different stacks and failures." + "reason": "ZeRO-3 BertModel IndexError is unrelated to torch/transformers version incompatibility." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Same model family, but a chat crash and a streaming API failure are not the same bug." + "reason": "Qwen3.5 chat crash and streaming inference API failure are different issues." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 model error and table QA crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and failure modes; both mention configuration/device handling only broadly." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Different subsystems and error classes." + "reason": "Streaming chat/completions failure is unrelated to MoE MPS histogram support." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Gemma3 sliding_window_pattern." + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern missing attribute are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Different failures: torch dynamo grouped_mm vs MPS histogram on Int." + "reason": "Both involve MoE-ish models, but the errors and code paths differ." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both are numerical/runtime issues around MoE models, but the concrete bugs differ." + "reason": "Grouped_mm tracing failure and autocast dtype mismatch are not the same bug." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor loading failure and template compilation error are unrelated." + "reason": "Voxtral processor failure and template-node compilation error are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight-tying bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + "reason": "Mistral3 lm_head tying bug is unrelated to Ovis2 checkpoint corruption." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Different index-error repros with different contexts; not enough evidence of the same bug." + "reason": "Both are IndexErrors, but the mask-shape mismatch and ZeRO-3 empty-dimension load error are different failures." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Fallback gating for flash-attn and remote-code config_class handling are different problems." + "reason": "Flash-attn2 fallback gating and remote-code config_class loading are different code paths." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both are config/regression reports, but they affect different fields and code paths." + "reason": "StableLmConfig pad_token_idx missing is not the same as the PretrainedConfig pydantic-field regression." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers version incompatibility and Gemma4 device mismatch are unrelated." + "reason": "Torch/transformers compatibility and Gemma4 device mismatch are unrelated." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support are different model-support issues." + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are different feature requests/failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The evaluation is grounded in the packet and stays conservative. The only affirmative merge/duplicate call, issue:45812 \u2194 issue:45920, is well supported by the titles: both are AutoTokenizer v5 wrong-token-ID regressions, with 45920 clearly the broader report. The other pair judgments mostly avoid overclaiming and appropriately treat shared frameworks, model families, or error classes as insufficient evidence of the same bug." + "feedback": "The summary is grounded in the packet and stays conservative: it treats the set as heterogeneous, identifies the one clearly related tokenizer pair (45812/45920), and does not overclaim the rest. The canonical-issue rationale is also appropriately cautious given the unrelated items." }, "evaluator_used": true, "retried": false, @@ -829,10 +841,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:39186", "issue:40990", @@ -917,244 +929,232 @@ "issue:43975|issue:44292", "issue:44292|issue:45507" ], - "prepared_review_unit_hash": "80b1bf22dc8e0071560d662f44fdf33a53f6f6253bfb27be12541796ab1f31a2", + "prepared_review_unit_hash": "e6d6ca6f7ff8847521644bfbd4562fbe6c8b06c935292a7d8ba1397a1ff7fdb8", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37146, - "estimated_input_tokens": 9287, - "estimated_eval_tokens": 18830 + "serialized_chars": 37142, + "estimated_input_tokens": 9286, + "estimated_eval_tokens": 18828 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports. The only likely duplicate pair is the remote-code/custom-module loading/caching collision between issues 45632 and 45698; the rest look like distinct bugs across different models, features, or error paths.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 45632 is the clearest root-cause description: a trust_remote_code cache-path collision for local models sharing a leaf directory name. It best captures the apparent duplicate with 45698, which describes the same wrong-module-loading symptom from a user-facing angle.", + "summary": "The cluster is mostly heterogeneous and contains many unrelated model-, tokenizer-, multimodal-, and config-specific bugs. The only strong duplicate-looking pair is the remote-code/custom-module loading cache-path issue (45632/45698).", + "confidence": 0.71, + "canonical_issue_reason": "Issue 45632 is the best root-cause candidate for the only clear duplicate subcluster: it describes the cache-path collision that plausibly leads to the wrong custom module being loaded in 45698.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45632 is the strongest global representative because it states the concrete mechanism rather than a downstream symptom, making it the best duplicate target in this set.", + "best_issue_reason": "Issue 45632 is the strongest single representative of the only likely duplicate pair, and it is more root-cause-oriented than the symptom-level report in 45698.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Both mention v5 behavior and weights/quantization, but one is an int4 OOM regression and the other is tied-weights translation-model issues; different bugs." + "reason": "Both are v5-era regressions, but one is int4 memory/OOM behavior and the other is tied-weight translation-model handling; different bugs." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both involve tensor/shape failures, but one is a mask/indexing mismatch and the other is a TRL SFT unpacking problem for Qwen3.5 embeddings; not the same code path." + "reason": "Both mention shape/packing failures, but one is a mask-index mismatch and the other is a Qwen3.5 embedding/trainer failure; not the same code path." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both are MoE-related, but one is a torch-dynamo grouped_mm tracing failure in Mixtral and the other is a tensor-parallel GPT-OSS issue; distinct failures." + "reason": "Different MoE-related failures: one is a torch dynamo grouped_mm error, the other is a tensor-parallel support issue for GPT-OSS." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Dtype mismatch in autocast for Phi-tiny-MoE is unrelated to Qwen3.5 streaming chat/completions inference." + "reason": "Different models and symptoms: autocast dtype mismatch versus streaming chat/completions failure." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF architecture support for gpt-oss is a loading/format issue, not the same as the Qwen3.5 streaming inference failure." + "reason": "GGUF architecture support for gpt-oss is unrelated to a Qwen3.5 streaming inference failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Both are v5 regressions, but one is about init_empty_weights passing an unexpected argument and the other is a pydantic PretrainedConfig field breakage." + "reason": "One is init_empty_weights/_is_hf_initialized argument handling; the other is a pydantic PretrainedConfig field breakage." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and pydantic config-field incompatibility are unrelated." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the PretrainedConfig pydantic regression." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing in Mixtral and missing Float8 storage type are different runtime failures." + "reason": "Grouped_mm tracing and missing Float8 storage are distinct runtime/serialization issues." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal, but one is an image-preprocessor dtype mismatch and the other is a video token/feature mismatch in apply_chat_template." + "reason": "Both are multimodal dtype/feature issues, but one is image-preprocessor dtype mismatch and the other is video token/feature mismatch." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Generic remote_code breakage and a specific torch 2.4.1 / transformers 5.8.0 incompatibility are related only at a high level, not the same bug." + "reason": "Remote-code model loading regressions are too broad here; one is custom-module breakage, the other is a torch/transformers compatibility report." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but the reported shapes and contexts differ completely (mask mismatch vs deepspeed zero3/BertModel zero-sized tensor access)." + "reason": "Different indexing failures in different subsystems; no shared concrete bug." }, { "left": "issue:44479", "right": "issue:46294", "accept": false, - "reason": "Both concern video inputs, but they describe different models and different mismatches (regression vs video-feature/token count mismatch)." + "reason": "Both involve video input, but they target different Qwen model families and describe different mismatch failures." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both are about SigLIP2 quality, but one is a performance comparison and the other is nonsensical AutoModel/pipeline output; not clearly the same defect." + "reason": "Both are SigLIP2 quality/sanity complaints, but one is comparative embedding quality and the other is general bad AutoModel/pipeline output; root cause is not clear enough." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite-config unwrapping in AutoModel.from_config and uninitialized rotary embedding memory after to_empty are separate initialization issues." + "reason": "Different multimodal config/materialization bugs: unwrapping text_config versus uninitialized inv_freq after to_empty(cuda)." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 integration issue and remote-code model_class/config_class AttributeError are unrelated." + "reason": "Flash Attention 2 integration and remote-code model_class/config_class lookup are unrelated." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Image-preprocessor dtype mismatch and Qwen3.5 embedding unpacking under TRL are different multimodal/training failures." + "reason": "Different failure modes: multimodal dtype mismatch versus TRL SFT embedding unpacking." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight error is unrelated to Qwen3.5 embedding unpacking." + "reason": "FSDP 2-D weight requirement and Qwen3.5 embedding unpacking are unrelated." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss-20b and a generic GLM5 issue do not describe the same bug." + "reason": "Perplexity regression on gpt-oss and a GLM5 issue do not appear to share a concrete bug." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter/custom-model initialization breakage and flash-attn2 fallback gating are separate behaviors." + "reason": "Custom-model notebook initialization and flash-attn2 fallback gating are unrelated." }, { "left": "issue:45632", "right": "issue:45698", "accept": true, - "reason": "Both point to the same remote-code/custom-module loading problem: a cache/path collision leads to the wrong module being loaded after save_pretrained/from_pretrained." + "reason": "Both point to the same underlying remote-code/custom-module loading bug: cache/path resolution appears to select the wrong module, causing incorrect from_pretrained behavior." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Untied lm_head weights in Mistral3 and translation-model tied-weights issues are different model-specific problems." + "reason": "Tied lm_head weights in a multimodal Mistral model is not the same as translation-model weight tying regressions in v5." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe and flash-attn2 fallback checks are unrelated." + "reason": "Fine-grained FP8 failure for Qwen3Moe is unrelated to flash-attn2 fallback selection." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache group-type failure on Qwen3.5 is not the same as tied-weights translation-model breakage." + "reason": "PagedAttentionCache linear_attention crash and tied-weights translation behavior are different code paths." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior and tied-weights handling are different concerns." + "reason": "Quantization offloading/memory behavior is not the same as tied-weight handling." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer implementation issue and a docs typo about the removed run command are unrelated." + "reason": "A DSA indexer algorithm issue and a docs typo are unrelated." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure and translation-model tied weights are not the same bug." + "reason": "NemotronH checkpoint loading is a model implementation bug, not a tied-weights translation regression." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo and docs mentioning the removed run command are separate documentation issues." + "reason": "Cache-strategy typo and removed CLI docs are unrelated documentation issues." }, { "left": "issue:45183", "right": "issue:46463", "accept": false, - "reason": "Both involve input-validation messaging, but one is a broad input_ids/inputs_embeds XOR bug and the other is decoder-input validation for T5; too different to merge." + "reason": "Both concern validation errors, but one is a broad input_ids/inputs_embeds XOR-message problem and the other is T5 decoder-input messaging; not clearly the same bug." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 embedding unpacking under TRL and GraniteMoEHybrid invalid-method calls are unrelated." + "reason": "TRL embedding unpacking for Qwen3.5 and GraniteMoEHybrid calling an invalid method are different failures." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different round-trip behaviors; no clear shared underlying bug." + "reason": "Different tokenizer regressions affecting different model families and different symptoms." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "DeepSeek-Coder detokenization and Qwen-3-8B-NVFP4 runtime failure are unrelated." + "reason": "DeepSeek-Coder detokenization and NVFP4 loading errors are unrelated." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Qwen NVFP4 runtime failure and GraniteMoEHybrid invalid-method calls are different model/runtime issues." - }, - { - "left": "issue:44360", - "right": "issue:44512", - "accept": false, - "reason": "DSA indexer ReLU discussion and removed-run-command docs typo are unrelated." - }, - { - "left": "issue:45183", - "right": "issue:46463", - "accept": false, - "reason": "Validation-message bugs in different model families are not clearly the same code path." + "reason": "Qwen-3-8B-NVFP4 runtime failure and GraniteMoEHybrid invalid method are different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pair, 45632/45698, is plausibly the same remote-code/custom-module cache-path bug based on the titles, while the other rejections avoid overstating similarity." + "feedback": "The summary is well grounded in the packet: the cluster is clearly heterogeneous, and the 45632/45698 pair is the only one that reads as a plausible duplicate on titles alone. The soft-edge rejections are generally conservative and do not overclaim shared root cause." }, "evaluator_used": true, "retried": false, @@ -1170,10 +1170,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:24643", "issue:28530", @@ -1250,9 +1250,9 @@ "issue:41762|issue:42915", "issue:44991|issue:45399", "issue:43824|issue:43872", - "issue:43782|issue:44960", "issue:45685|issue:45823", "issue:43881|issue:43883", + "issue:43782|issue:44960", "issue:45020|issue:45823", "issue:45081|issue:45399", "issue:44661|issue:45020", @@ -1260,244 +1260,244 @@ "issue:43828|issue:45823", "issue:45020|issue:45356" ], - "prepared_review_unit_hash": "5d28897f75e195a0691fda24ab713e87b3192ef33bca3db5d54bf081a98e4730", + "prepared_review_unit_hash": "df9d52a457b677b686e0b39f4b1aeb40a4711d8036c787acaeb3b8b339ba8378", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38204, - "estimated_input_tokens": 9551, - "estimated_eval_tokens": 19358 + "serialized_chars": 38200, + "estimated_input_tokens": 9550, + "estimated_eval_tokens": 19356 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue cluster, with one clear duplicate chain around the Transformers 5.x non-persistent buffer regression during loading/materialization.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43950 is the clearest root-cause report: it explicitly frames the 5.x regression and the non-persistent buffer corruption, and it can absorb the narrower duplicates.", + "summary": "This cluster is mostly a loose collection of Transformers v5-era loading/tokenization regressions, with only a few true duplicate pairs. The strongest duplicates are the non-persistent-buffer corruption reports and the tokenizer-output regression for DeepSeek-Coder/AutoTokenizer.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella in the set and best captures the common v5 loading/remote_code regression theme that ties the cluster together, even though many members are narrower or unrelated sub-bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best canonical issue because it is the most precise, general, and diagnosis-oriented description of the shared bug.", + "best_issue_reason": "45020 is the best representative issue overall because it is the most general and central to the dominant regression pattern in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Both report the same non-persistent buffer corruption/junk regression in Transformers v5." + "reason": "Same underlying bug: transformers v5 corrupts non-persistent buffers / fills them with junk during from_pretrained loading." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Different problems: SigLIP2 doc/example errors versus text embedding quality regression." + "reason": "Different problems: one is a SigLIP2 docs/example mismatch plus quantization failure, the other is a model quality complaint about text embeddings." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same underlying bug: v5 fills/corrupts non-persistent buffers during loading." + "reason": "Both describe the same non-persistent-buffer regression in from_pretrained on transformers 5.x." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Unrelated: custom trainer argument mismatch versus DeepSpeed ZeRO-3 load failure." + "reason": "Unrelated failures: custom compute_loss API change vs DeepSpeed ZeRO-3 Gemma3 loading index error." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are quantization/storage errors, but they involve different failing code paths and symptoms." + "reason": "Both are low-bit/loading TypeErrors, but they involve different code paths and different root causes." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different model/runtime failures: autocast dtype mismatch versus Qwen3.5 RLHF gradient explosion." + "reason": "Different bugs: an autocast dtype mismatch in Phi-tiny-MoE vs Qwen3.5 RLHF/position_ids causing SDPA fallback and NaNs." }, { "left": "issue:45920", "right": "issue:46489", - "accept": false, - "reason": "Both are tokenizer regressions, but the former is broad and the latter is a specific DeepSeek-Coder v1 case; not clearly the same bug." + "accept": true, + "reason": "46489 looks like a specific remaining DeepSeek-Coder tokenizer regression covered by the broader AutoTokenizer wrong-token-id bug in 45920." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Different scope: SigLIP2 embedding quality versus tokenizer behavior change across versions." + "reason": "One is a SigLIP2 embedding quality issue; the other is a general tokenization change across versions." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is zero probabilities and the other is worse text embeddings; not the same defect." + "reason": "Both involve SigLIP2, but one reports zero probabilities while the other reports worse text embeddings; not the same concrete bug." }, { "left": "issue:43950", "right": "issue:45902", - "accept": true, - "reason": "Both describe the same non-persistent buffer/materialization corruption, with 45902 as a concrete instance." + "accept": false, + "reason": "Related to buffer handling, but 45902 is a Qwen3_5Moe inv_freq materialization bug, not the generic non-persistent-buffer corruption in 43950." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Different models and failures: bad AutoTokenizer error message versus missing all_tied_weights_keys." + "reason": "Different models and different failures: bad AutoTokenizer error for Voxtral vs missing all_tied_weights_keys on MolmoForCausalLM." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Different issues: Flash Attention packed-sequence misinterpretation versus CPU-offload incompatibility." + "reason": "Both touch Qwen3.5/MoE, but one is flash-attention 3D position_ids misinterpretation and the other is CPU offload incompatibility in rotary embedding." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Same model family, but one is a performance/quality complaint and the other is an implementation discrepancy with JAX." + "reason": "SigLIP2-related, but one is a quality regression complaint and the other is an implementation discrepancy vs JAX; not clearly the same bug." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Unrelated training/memory regressions: gradient checkpointing with LoRA versus int4 quantization reserved-memory OOM." + "reason": "Different regressions: ineffective gradient checkpointing with PEFT LoRA vs increased CUDA reserved memory under int4 quantization." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different model subsystems: Gemma4 FSDP2 shared state bug versus Qwen3_5Moe buffer materialization bug." + "reason": "Distinct model-specific bugs: Gemma4 FSDP2 shared_kv_states KeyError vs Qwen3_5Moe inv_freq uninitialized memory." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different loading failures in different models; only broad category overlaps." + "reason": "Different loading failures for different models; no shared code-path evidence." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise versus inability to load a specific model." + "reason": "One is a logging/noise complaint; the other is a concrete model load failure for ScandiBERT." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization bug and Python 3.13 import error are unrelated." + "reason": "Different tokenizer/import issues with different symptoms and code paths." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both mention loading, but one is noise/logging and the other is a model loading failure." + "reason": "General loading-noise issue vs a specific model loading failure; not the same bug." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Completely different training errors: DeepSpeed weight shape versus early stopping metric lookup." + "reason": "Completely unrelated training/DeepSpeed error vs early-stopping metric warning." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both are training inefficiencies, but they are not the same bug or code path." + "reason": "Different performance/regression reports: LoRA gradient checkpointing vs Qwen3 MoE memory usage." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Broad remote_code breakage versus missing fields from AutoConfig with trust_remote_code=True; related area, not the same defect." + "reason": "43543 is a specific AutoConfig missing-fields bug; 45020 is a broader remote_code regression umbrella, but they are not clearly the same concrete issue." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different Qwen/Gemma failures with different causes and stack traces." + "reason": "Different model-loading failures with no shared underlying bug indicated." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression versus flash-attn2 fallback gating; unrelated." + "reason": "Tokenizer loading for a specific model vs flash-attn2 fallback gating; unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Different incompatibilities: missing import versus bitsandbytes Int8Params keyword error." - }, - { - "left": "issue:43782", - "right": "issue:44960", - "accept": false, - "reason": "Different model families and failure modes." + "reason": "Import error for a missing model class vs bitsandbytes storage-object TypeError; unrelated." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram kernel limitation versus Gemma4 device placement mismatch." + "reason": "MPS histogram kernel missing for Int vs Gemma4 PLE device mismatch; different problems." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different model-loading failures with no shared underlying bug." + "reason": "Different model-specific failures: glm-4v-9b loading vs Molmo tied-weights attribute missing." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different failure modes; no concrete shared bug." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote_code compatibility breakage versus Gemma4 PLE device mismatch." + "reason": "Remote_code-related loading regressions are too broad; Gemma4 PLE device mismatch is a separate forward-pass issue." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex crash versus flash-attn2 fallback blockage; unrelated." + "reason": "Tokenizer regex crash vs flash-attn2 fallback checks; unrelated." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer mapping edge case versus remote_code breakage; not the same bug." + "reason": "TOKENIZER_MAPPING_NAMES edge-case bug vs broad remote_code regression; not the same concrete issue." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen/LoRA, but one is hf4.x vs hf5.x incompatibility and the other is a warning about tie_word_embeddings." + "reason": "Version-compatibility break for a qwen3_moe LoRA model vs a warning about tie_word_embeddings in Qwen3.5 LoRA training." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Different models and distinct runtime issues." + "reason": "Autocast dtype mismatch vs device_map auto device mismatch; different code paths." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "General remote_code regression versus a specific tokenizer codec/fix_mistral_regex regression." + "reason": "Generic remote_code breakage vs a specific Kimi-K2.5 tokenizer regression; not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall and conservative. The canonical issue choice is well supported, and the accepted duplicate chain around the Transformers 5.x non-persistent buffer corruption is consistent with the titles, especially 43950/44534 and 43644/43950. The rest of the pairwise rejections also stay on the cautious side." + "feedback": "The summary is mostly grounded in the packet and stays fairly conservative about the many unrelated pairs. The accepted duplicate calls are defensible from the titles alone, especially the non-persistent-buffer regressions and the DeepSeek-Coder tokenizer regression. The canonical issue choice is arguable, but not overstated given the soft-link evidence around remote_code/loading regressions." }, "evaluator_used": true, "retried": false, @@ -1513,10 +1513,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:24643", "issue:30064", @@ -1579,8 +1579,8 @@ "issue:43792|issue:44220", "issue:41553|issue:44991", "issue:43257|issue:45305", - "issue:42947|issue:45923", "issue:36331|issue:41093", + "issue:42947|issue:45923", "issue:43940|issue:45313", "issue:43854|issue:44863", "issue:41553|issue:44488", @@ -1597,14 +1597,14 @@ "issue:43638|issue:46515", "issue:45663|issue:45823" ], - "prepared_review_unit_hash": "ea2f0f8301928ed4d163b36004f11fc05771cdd1c09e5c063e39ca4e17f762a1", + "prepared_review_unit_hash": "84f8767f83830e826ee89e474db0370ab1bf5d7e5a8c6aecb58bbf766409e51a", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, @@ -1619,186 +1619,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Loose mixed cluster of transformer regressions: tokenizer loading, DeepSpeed/ZeRO-3 weight loading, model-specific forward bugs, and docs cleanup. Only a few soft edges look like true duplicates; most are just nearby symptoms in the same broad subsystem and should stay separate.", - "confidence": 0.68, - "canonical_issue_reason": "If one issue has to stand in for the cluster, issue 43872 is the best representative: it is a concrete compatibility regression with a clear traceback (`_is_hf_initialized`) and a targeted fix path.", + "summary": "This cluster is mostly heterogeneous, with only a handful of true duplicate-like pairs: docs cleanup for removed pipeline tasks, the `_is_hf_initialized`/bitsandbytes init-empty-weights TypeError, Whisper fbank extraction, the mask-shape IndexError, and one Qwen video regression. No PRs are present.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 41093 is the strongest canonical anchor: it has an almost exact duplicate in 44805 with the same mask/tensor shape mismatch error and a concrete, reproducible failure signature.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43872 is the most actionable, well-scoped report in the set, so it is the cleanest canonical representative.", + "best_issue_reason": "41093 is the best global issue representative because it is the clearest true duplicate pair in the set and has the most specific error reproduction.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they hit different APIs (`convert_ids_to_tokens` vs `convert_tokens_to_ids`) and are not clearly the same bug." + "reason": "Both are tokenizer performance regressions, but they hit different APIs (`convert_ids_to_tokens` vs `convert_tokens_to_ids`) and look like separate bugs." }, { "left": "issue:45488", "right": "issue:46489", - "accept": true, - "reason": "Both describe the same DeepSeek tokenizer regression in v5+: incorrect tokenization/output caused by the tokenizer handling change, with 46489 reading like a missed case from the same fix." + "accept": false, + "reason": "Both involve tokenizer behavior on DeepSeek-family models, but the failures are different concrete code paths and not clearly one bug." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs bug: stale documentation still references pipeline tasks removed in v5." + "reason": "Same docs cleanup problem: both report stale references to pipeline tasks removed in v5." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Different failures: a model weight-tying bug versus a `from_pretrained()` non-persistent-buffer regression." + "reason": "One is an lm_head weight-tying bug, the other is a from_pretrained non-persistent buffer regression; different code paths." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Both involve model/config loading, but the concrete problems differ (`text_config` unwrapping vs missing `config_class` on remote-code models)." + "reason": "Different auto-model instantiation failures: composite `text_config` handling versus remote-code `config_class` lookup." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same `_is_hf_initialized` incompatibility during model initialization/loading; the error signature and root cause line up." + "reason": "Same underlying `_is_hf_initialized` incompatibility causing TypeError during model materialization/loading." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Different bugs: Qwen3 MoE FP8 behavior versus bitsandbytes initialization incompatibility." + "reason": "Different problems: FineGrainedFP8Config failure versus `_is_hf_initialized`/bitsandbytes TypeError." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "`remote_code` breakage is too broad here; 46661 is a specific `config_class` AttributeError and not clearly the same concrete bug." + "reason": "`45020` is a broad umbrella about remote_code breakage; `46661` is one specific error, so they are not the same concrete bug." }, { "left": "issue:43792", "right": "issue:44220", - "accept": false, - "reason": "Both are audio/Whisper-related, but the titles point to different failure points and not the same underlying defect." + "accept": true, + "reason": "Likely the same Whisper audio-feature extraction bug; both point to `_torch_extract_fbank_features()`/fbank processing failures." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Tokenizer-loading issues, but different models and different symptoms; one is a bad error message, the other is an actual failure." + "reason": "Both are tokenizer loading issues, but for different models and different failure modes." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both touch DeepSpeed, but one is weight loading and the other is gradient averaging under GAS; not the same bug." + "reason": "Both mention DeepSpeed, but one is weight loading and the other is gradient averaging; different bugs." }, { - "left": "issue:42947", - "right": "issue:45923", + "left": "issue:36331", + "right": "issue:41093", "accept": false, - "reason": "Gradient checkpointing theme only; one is LoRA behavior, the other is a missing capability flag on a trust_remote_code model." + "reason": "Different trainer signature issue versus tensor-mask shape mismatch; no shared bug." }, { - "left": "issue:36331", - "right": "issue:41093", + "left": "issue:42947", + "right": "issue:45923", "accept": false, - "reason": "Different training-time failures with unrelated traces (`compute_loss` signature mismatch vs mask shape mismatch)." + "reason": "Both mention gradient checkpointing, but one is PEFT/LoRA ineffectiveness and the other is a missing model flag." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are Qwen + ZeRO-3 weight-loading issues, but the titles describe different model variants and different missing-weight patterns." + "reason": "Similar DeepSpeed ZeRO-3 weight-loading symptom, but different Qwen model families and distinct reported failures." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Both are model-loading failures, but the affected architectures and failure modes are unrelated." + "reason": "Different model-loading failures for unrelated architectures." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer/model load problems; no evidence they share the same root cause." + "reason": "Both concern tokenizer/model loading, but they target different models and errors." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Different runtime failures in different code paths: RLHF gradient explosion versus flash-attention auxiliary-state handling." + "reason": "Different failures: RLHF gradient explosion versus a flash-attention auxiliary-state crash." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same indexed-tensor/mask shape mismatch error; the numeric sizes differ, but the bug signature is the same." + "reason": "Near-exact duplicate: same mask shape mismatch error with the same underlying indexing bug." }, { "left": "issue:44479", "right": "issue:44560", - "accept": false, - "reason": "Both are video-related regressions, but one is a broad v5.3.0 model family regression and the other is a specific `StopIteration` on a different path." + "accept": true, + "reason": "Both describe the same v5.3.0 Qwen video-input regression affecting Qwen3/VL family models." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Completely different areas: DeepSpeed training weight-shape error versus segmentation-map processing." + "reason": "Unrelated failures: DeepSpeed training weight shape error versus void segmentation map preprocessing." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Unrelated model/runtime issues; same broad project, not the same bug." + "reason": "Different model-specific failures: PagedAttentionCache linear_attention crash versus checkpoint loading." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Different model families and different loading problems." + "reason": "Different models and different loading problems; not the same bug." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "No meaningful overlap beyond being model/runtime issues." + "reason": "Unrelated issues: GGUF architecture support versus autocast dtype mismatch." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Zero3/BERT index error versus a torch-version incompatibility; not the same bug." + "reason": "DeepSpeed ZeRO-3 init bug versus torch version incompatibility; no shared concrete code path." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Different Qwen/GGUF feature requests or bugs; no shared concrete failure." + "reason": "Different Qwen-related issues: GGUF support versus sliding_window behavior." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both involve rotary/position handling in Qwen variants, but they are distinct bugs in different code paths." + "reason": "Both involve Qwen3.5/VL-related internals, but one is rope index scaling and the other is uninitialized-memory materialization." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Different root causes: Zero3 BERT indexing versus torch compatibility." + "reason": "Different failures: ZeRO-3/BertModel index error versus a torch compatibility issue." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same Gemma4 family, but one is a shared-key-value attention bug and the other is a device-map mismatch." + "reason": "Different Gemma4 bugs: FSDP2 shared_kv_states rebuild versus device_map placement mismatch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the accepted soft edges are reasonably conservative for the evidence available. The canonical representative choice (43872) is well-supported by the explicit `_is_hf_initialized` match, and the rest of the cluster is correctly described as mostly nearby-but-distinct transformer regressions. The only slightly broader call is the DeepSeek tokenizer pair, but it is still plausible from the titles and is not an overstatement." + "feedback": "The summary is grounded in the packet, and the accepted soft pairs are phrased conservatively enough overall. The canonical anchor on 41093/44805 is well supported by the identical mask-shape mismatch title, and the other accepted pairs are plausibly duplicate-like based on the titles alone. No PR-pair issue applies here since there are no PRs in the packet." }, "evaluator_used": true, "retried": false, @@ -1814,10 +1814,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:36010", "issue:38175", @@ -1878,8 +1878,8 @@ "issue:44560|issue:45685", "issue:43645|issue:43646", "issue:43550|issue:44910", - "issue:44683|issue:46515", "issue:44560|issue:44918", + "issue:44683|issue:46515", "issue:42617|issue:43366", "issue:36010|issue:42915", "issue:45812|issue:46489", @@ -1903,238 +1903,220 @@ "issue:44960|issue:44977", "issue:46459|issue:46512" ], - "prepared_review_unit_hash": "da988f84d71acd60003f06b95c1efb67074940b0c144c413db310f25d6e2bfe7", + "prepared_review_unit_hash": "42c8607ad78dd7c31c3b021aa53c386839741f3d1c45e6b0d7b399cffc9503de", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37474, - "estimated_input_tokens": 9369, - "estimated_eval_tokens": 18994 + "serialized_chars": 37472, + "estimated_input_tokens": 9368, + "estimated_eval_tokens": 18992 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate pairs are only superficially similar (same subsystem or same model family) but describe different bugs. I\u2019d treat the non-persistent-buffer regression, the custom-model initialization regression, and the SigLIP2 model-output regression as the clearest duplicate clusters.", - "confidence": 0.8, - "canonical_issue_reason": "issue:43644 is the best issue canonical: it states the shared regression clearly, is earlier than the near-duplicate 44534, and matches the broader family of non-persistent-buffer reports.", + "summary": "This cluster is mostly a bag of unrelated Transformers regressions; only a few pairs look like true duplicates. The strongest duplicate anchor is the non-persistent-buffer v5 regression, with exact matches also for SigLIP2 output corruption and custom model initialization.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43644 is the clearest anchor for the shared v5 non-persistent-buffer regression, and issue:44534 reads like the same bug with the same symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest overall issue candidate because it is concise, general, and clearly anchors a specific regression that other reports restate or refine.", + "best_issue_reason": "issue:43644 is the broadest and most representative issue in the set for a concrete, actionable regression, and it has an exact duplicate in issue:44534.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Different bugs: one is a feature/support request for gpt-oss GGUF support, the other is a storage-type runtime error." + "reason": "Different bugs: GGUF/gpt-oss support vs a Float8 storage lookup error." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different model paths and failure modes; batched AudioFlamingo3 leakage is unrelated to Whisper empty-transcription handling." + "reason": "Different code paths: AudioFlamingo3 batch leakage vs Whisper empty-transcription handling." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Both are multimodal/model-specific failures, but the titles describe distinct regressions for different models and code paths." + "reason": "Different models and failures; dtype mismatch in SigLIP2 vs Qwen3-vl StopIteration." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "ImportError for a missing class is not the same underlying problem as meta-device model loading failures." + "reason": "Import error for a missing class vs a meta-device model-loading regression." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption and a long-ocr index error are unrelated bugs." + "reason": "Non-persistent buffer corruption vs a long-input OCR index error; not the same bug." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 failure and meta-device loading issues are different concrete failures." + "reason": "FP8 MoE failure and meta-device loading are distinct problems." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different architectures, devices, and errors; one is a video StopIteration bug, the other is an MPS int-histogram limitation." + "reason": "Unrelated failures: Qwen3-vl video inference vs an MPS int-histogram backend issue." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying Transformers v5 regression around custom model initialization; 43645 is the notebook-flavored manifestation of the same bug." + "reason": "Both describe the same Transformers v5 custom model initialization breakage; one is just a more specific notebook report." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different attention/compile failures on different models; not the same code-path problem." + "reason": "Different attention/compile bugs in different models and failure modes." }, { - "left": "issue:44683", - "right": "issue:46515", + "left": "issue:44560", + "right": "issue:44918", "accept": false, - "reason": "Both mention torch compatibility, but they target different torch versions and different failures." + "reason": "Different Qwen3.5 bugs: video StopIteration vs SFT embedding unpacking." }, { - "left": "issue:44560", - "right": "issue:44918", + "left": "issue:44683", + "right": "issue:46515", "accept": false, - "reason": "Both concern Qwen3.5-family multimodal behavior, but one is a video StopIteration issue and the other is embedding unpacking with TRL SFT trainer." + "reason": "Both are torch-compatibility issues, but they target different versions and different failures." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Unrelated: a 3d_parallel runner failure versus GGUF gpt-oss support." + "reason": "3d_parallel.py runtime issue is unrelated to GGUF gpt-oss support." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "An import regression for GenerationMixin is unrelated to Qwen3Moe FP8 execution failures." + "reason": "Importing GenerationMixin and Qwen3Moe FP8 loading are unrelated." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and are not the same concrete bug." + "reason": "Both are tokenizer regressions, but the affected models and symptoms are different enough to keep separate." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device-mapping mismatch is unrelated to a generic torch 2.4.1 incompatibility report." + "reason": "Device-mismatch in Gemma4 forward vs a generic torch 2.4.1 incompatibility are not the same bug." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping registration failure and Gemma4 forward device mismatch are different issues." + "reason": "Tokenizer-mapping model-addition bug vs Gemma4 device placement issue." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different symptoms and code paths: video generation StopIteration vs mask/tensor shape mismatch." + "reason": "Different symptoms and code paths; Qwen3.5 video error is not the mask-shape IndexError." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same underlying SigLIP2 model bug: both reports describe broken/nonsensical outputs for google/siglip2-base-patch16-224." + "reason": "Same SigLIP2 model regression: zero probabilities / nonsensical outputs from AutoModel and pipeline." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "The _is_hf_initialized regression is unrelated to Kosmos2.5 long-input indexing." + "reason": "_is_hf_initialized regression and Kosmos2.5 OCR index error are unrelated." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both involve config validation, but the model families and concrete breakages differ." + "reason": "Both involve config validation, but on different models and likely different root causes." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed ZeRO3/Bert initialization failure is unrelated to tokenizer-mapping registration logic." + "reason": "Zero3 BertModel init failure is unrelated to the TOKENIZER_MAPPING_NAMES add-new-model bug." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different failure modes: ZeRO3 empty-shard IndexError vs tokenizer-mapping lookup failure." + "reason": "Same as above; different failure mode and code path." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "GPU/CPU offload loading and Strix Halo mmap/OOM are not the same bug." - }, - { - "left": "issue:44661", - "right": "issue:44805", - "accept": false, - "reason": "Tokenizer mapping registration and mask/tensor shape mismatch are unrelated." + "reason": "Dequantized device-map loading failure vs mmap OOM on Strix Halo are separate issues." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "LoRA/Qwen3_moe hf4.x vs hf5.x incompatibility is different from BitNet packed-weight loading." + "reason": "Qwen3_moe hf4.x/hf5.x incompatibility and BitNet packed-weight loading are different regressions." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "These are the same non-persistent-buffer junk regression, with 44534 essentially restating 43644." + "reason": "Exact same non-persistent-buffer junk regression in Transformers v5." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Both mention SigLIP2, but one is bad model outputs and the other is documentation/example and quantization failures." + "reason": "Same model family, but one is a model-output regression and the other is a documentation/example plus quantization issue." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Qwen3 auto-device-map cuda assert and Qwen3Moe FP8 failure are distinct runtime bugs." + "reason": "Qwen3 auto-device-map cuda assert is not the same as the Qwen3Moe FP8 config failure." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Different components and failures: FP8 Qwen3Moe vs mmap/OOM on Strix Halo." + "reason": "Completely different bugs: MoE FP8 config vs mmap-related OOM." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA model reuse across HF versions is unrelated to Gemma4 token-embedding resize behavior." + "reason": "LoRA/qwen3_moe compatibility and Gemma4 token-embedding resize behavior are unrelated." }, { "left": "issue:44451", "right": "issue:44488", - "accept": false, - "reason": "Both are model-loading complaints, but the titles refer to different checkpoints and do not establish the same underlying bug." - }, - { - "left": "issue:44960", - "right": "issue:44977", - "accept": false, - "reason": "Different model families and symptoms; GLM5 is not the same issue as Qwen3.5 flash-attention generation." - }, - { - "left": "issue:46459", - "right": "issue:46512", - "accept": false, - "reason": "Both concern dtype handling, but one is silent dtype being ignored on checkpoint load while the other is config.dtype remaining stale after from_config." + "accept": true, + "reason": "Both report the same current-version model-loading regression affecting closely related BERT models." } ] }, "evaluator_result": { "accept": true, - "feedback": "The issue canonicalization is grounded in the packet, and the soft-edge decisions are generally conservative. The accepted duplicates (43645/43646, 38175/43994, 43644/44534) are supported by closely matching titles and symptom descriptions, while the rejected pairs mostly differ by model, subsystem, or failure mode." + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted duplicate/near-duplicate pairs are plausible from the titles and issue descriptions, and the non-persistent-buffer anchor on 43644/44534 is well supported." }, "evaluator_used": true, "retried": false, @@ -2150,10 +2132,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:36010", "issue:39404", @@ -2175,6 +2157,7 @@ "issue:43957", "issue:43994", "issue:44075", + "issue:44079", "issue:44155", "issue:44164", "issue:44291", @@ -2199,9 +2182,9 @@ "issue:45704", "issue:45759", "issue:45812", - "issue:45859", "issue:46050", - "issue:46468" + "issue:46468", + "issue:46829" ], "soft_pairs": [ "issue:45507|issue:46468", @@ -2219,240 +2202,237 @@ "issue:44960|issue:46050", "issue:45488|issue:45812", "issue:44164|issue:44291", - "issue:45276|issue:45335", "issue:45362|issue:45406", + "issue:45276|issue:45335", "issue:44910|issue:45588", "issue:44402|issue:44488", + "issue:44079|issue:46829", "issue:43425|issue:43957", "issue:43873|issue:44387", - "issue:39692|issue:44960", "issue:41720|issue:44155", + "issue:39692|issue:44960", "issue:42947|issue:45704", "issue:45663|issue:45759", "issue:43404|issue:43454", "issue:44291|issue:44756", "issue:36010|issue:39404", - "issue:45663|issue:45859", "issue:44387|issue:44756" ], - "prepared_review_unit_hash": "323ee9c81636520567b82b87313f148d09bcf8efb2ae6fbd7f8374537a1ef2db", + "prepared_review_unit_hash": "6d96cf41482cf705968b8465e5ec0055f6f2011ea6b4fe5f755f3e879afa5cbd", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36204, - "estimated_input_tokens": 9051, - "estimated_eval_tokens": 18358 + "serialized_chars": 36817, + "estimated_input_tokens": 9205, + "estimated_eval_tokens": 18666 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue set with one clear duplicate family around `resize_token_embeddings` not updating downstream embeddings; a second pair about untied `lm_head` weights is similar but not close enough to merge here.", - "confidence": 0.76, - "canonical_issue_reason": "Issue 45276 is the best anchor for the only strong duplicate family: it states the broader `resize_token_embeddings` regression and covers the same underlying failure as the paired T5Gemma report.", + "summary": "This cluster is heterogeneous and mostly contains unrelated Transformers bugs. I would not merge any of the soft pairs as duplicates. If forced to pick a cluster anchor, issue 43873 is the broadest and most centrally discussed runtime bug, but the overall duplicate confidence is low.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 43873 is the broadest, most user-facing report in the set and has strong discussion/inbound activity around a core runtime behavior (quantization/offloading/memory), making it the best anchor despite the cluster being weakly related overall.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45276 is the most representative issue in the cluster because it captures the general embedding-resize bug rather than a narrower model-specific manifestation.", + "best_issue_reason": "Issue 43873 is the most suitable representative because it is active, broadly scoped, and about a foundational loading/runtime failure mode rather than a narrow model-specific regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Different models and failures; no shared code-path or symptom beyond being broken examples." + "reason": "Different models and failures: GraniteMoEHybrid invalid method call vs a broken Nemotron example. No shared concrete code path." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Distinct Qwen3.5 problems: ZeRO-3 weight loading vs incorrect visual-encoder key saving." + "reason": "Both involve Qwen3.5, but one is ZeRO-3 language_model weight loading and the other is save_pretrained visual-encoder key regression. Not the same bug." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading complaints, but the models and likely root causes differ; too broad to treat as duplicates." + "reason": "Both are model/tokenizer loading complaints, but they affect different models and appear to stem from different tokenizer/model config issues." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Separate Transformer 5.0 regressions: non-persistent buffers vs Jupyter custom-model initialization." + "reason": "Both mention Transformers 5.0 regressions, but one is junk non-persistent buffers and the other is Jupyter custom-model initialization. Distinct problems." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention memory/quantization, but one is Qwen3 MoE training memory usage and the other is offloading behavior with quantization." + "reason": "Both touch memory/efficiency, but one is Qwen3 MoE training memory use and the other is quantization offloading behavior. Different code paths." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Related memory symptoms, but one is training-memory inefficiency while the other is int4 reserved-memory growth leading to OOM." + "reason": "Both are memory-related, but one is training memory usage and the other is int4 quantization causing extra CUDA reserved memory/OOM. Not the same underlying defect." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same model family, but one is a docs/example mismatch and the other is a runtime inference-quality issue." + "reason": "Both mention SigLIP2, but one is a broken docs example with model/processor mismatch and the other is nonsensical inference results with AutoModel/pipeline. Different issues." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Different bugs: LoRA compatibility across branches vs `resize_token_embeddings` not updating outputs." + "reason": "LoRA checkpoint compatibility on Qwen3 MoE is unrelated to a resize_token_embeddings propagation bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Unrelated model-loading failures for different models and mechanisms." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is a different loading path than the GLM-4.7-Flash unit-test load failure." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different models and errors: unit-test load failure vs Qwen3-VL weight-shape mismatch." + "reason": "Both are model load failures, but for different model families and different error modes (unit-test loading vs shape mismatch)." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer resume/max-steps math is unrelated to SGD argument handling." + "reason": "Trainer checkpoint math and SGD argument handling are unrelated bugs." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "No concrete overlap; one is LoRA branch compatibility, the other is model weight-shape mismatch." + "reason": "LoRA qwen3_moe version skew is unrelated to a Qwen3-VL weight-shape mismatch." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different topics: GLM5 issue vs quantized save/load corruption." + "reason": "GLM5 is not the same problem as quantized model save/load breakage." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and imply different tokenizer code paths." + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenizer behaviors; not one concrete bug." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Save/from-pretrained extra-state handling is unrelated to `init_empty_weights` argument incompatibility." - }, - { - "left": "issue:45276", - "right": "issue:45335", - "accept": true, - "reason": "Same underlying bug class: `resize_token_embeddings` does not propagate correctly to model-specific output/input embedding modules." + "reason": "Extra-state save/load handling is distinct from init_empty_weights rejecting an unexpected _is_hf_initialized argument." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different failures in different entrypoints: chat crash vs processor missing `_tokenizer`." + "reason": "Different product paths: chat runtime crash for Qwen3.5-35B vs transformers serve crashing on Gemma4Processor." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings regressions, but they involve different model classes and different affected submodules; too model-specific to merge." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch attention code, but the crashes have different triggers and code paths." + "reason": "Both involve flash-attention, but one is a Qwen3.5 packed-sequence/position_ids crash and the other is an s_aux=None AttributeError on sink-less models." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both mention loading/tokenizer issues, but the reported symptoms are not the same concrete bug." + "reason": "Tokenizer vocab-size mismatch and a specific model load failure are not the same bug." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Both concern output object fields, but one is generic ModelOutput key assignment and the other is a VideoPrism classifier output shape/field bug." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility and meta-device loading failure are separate regressions." + "reason": "Torch 2.10 compatibility is a broad version issue, while the meta-device bug is a specific model-loading path regression." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Different quantization-related memory problems; not enough evidence of one shared defect." + "reason": "Both are memory/OOM-related, but one is offloading with quantization and the other is increased reserved memory under int4 quantization. Different root causes." }, { - "left": "issue:39692", - "right": "issue:44960", + "left": "issue:41720", + "right": "issue:44155", "accept": false, - "reason": "Unrelated issues in different model families." + "reason": "Qwen3 auto device mapping CUDA assert and AudioFlamingo3 batched inference leakage are unrelated." }, { - "left": "issue:41720", - "right": "issue:44155", + "left": "issue:39692", + "right": "issue:44960", "accept": false, - "reason": "Auto device-mapping crash and batched inference token leak are different failures." + "reason": "SigLIP2 docs/example bugs are unrelated to GLM5 model-loading work." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior is unrelated to the T5 Apex RMSNorm memory leak." + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the T5 apex.FusedRMSNorm memory leak." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different model-family bugs: FSDP2 attention state handling vs `from_config` text-config unwrapping." + "reason": "Gemma-4 FSDP2 KeyError and Qwen composite config unwrapping are different model/infrastructure bugs." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both involve untied `lm_head` weights, but they target different model families and lack evidence of the same exact bug instance." + "reason": "Both mention lm_head tying, but they affect different model families and likely different implementations; not enough to treat as one bug." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "`init_empty_weights` constructor handling and Strix Halo mmap OOM are unrelated." + "reason": "init_empty_weights loading failure is unrelated to disabling mmap on Strix Halo for OOM." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Import error for `GenerationMixin` and Whisper `return_language` pipeline behavior are different regressions." - }, - { - "left": "issue:45663", - "right": "issue:45859", - "accept": false, - "reason": "Different Qwen/Gemma CPU-offload and FSDP2 issues." + "reason": "Importing GenerationMixin and Whisper pipeline return_language are unrelated issues." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 reserved-memory growth and Strix Halo mmap OOM are separate memory-management problems." + "reason": "Both are OOM-related, but the former is quantization memory reservation and the latter is mmap on Strix Halo. Different underlying problems." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded in the packet and appropriately conservative overall. The only accepted soft edge, issue:45276 \u2194 issue:45335, is a plausible single bugfix family around `resize_token_embeddings` not propagating to downstream embeddings. The other pairings are rejected with cautious, title-level reasoning rather than overclaiming shared root cause. The summary also stays restrained by describing the `lm_head` pair as similar but not mergeable here." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -2464,10 +2444,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:39404", "issue:42796", @@ -2482,7 +2462,6 @@ "issue:43716", "issue:43828", "issue:43854", - "issue:43906", "issue:43957", "issue:44155", "issue:44164", @@ -2512,6 +2491,7 @@ "issue:45701", "issue:45812", "issue:45823", + "issue:45859", "issue:46315", "issue:46326", "issue:46468", @@ -2520,8 +2500,9 @@ ], "soft_pairs": [ "issue:44292|issue:44912", - "issue:42947|issue:43381", + "issue:45663|issue:45859", "issue:43957|issue:44756", + "issue:42947|issue:43381", "issue:44155|issue:45823", "issue:43335|issue:45663", "issue:44863|issue:46468", @@ -2551,247 +2532,246 @@ "issue:43425|issue:45823", "issue:43425|issue:43716", "issue:44589|issue:45084", - "issue:44479|issue:44805", - "issue:43906|issue:44530" + "issue:44479|issue:44805" ], - "prepared_review_unit_hash": "c4d663a182889ee821984d97f8275bc09b160b43ae87692c2387b48dfdaa2365", + "prepared_review_unit_hash": "f1b2ac615e86ba54d409dd59f9f6d1a291e2375e124748d06dba441a591ef29d", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37883, - "estimated_input_tokens": 9471, - "estimated_eval_tokens": 19198 + "serialized_chars": 37875, + "estimated_input_tokens": 9469, + "estimated_eval_tokens": 19194 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, but there is one clear duplicate family around `resize_token_embeddings` not updating downstream embeddings. Most other soft links are broad topical matches rather than the same bug.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45276 is the best anchor for the accepted duplicate family because it describes the underlying `resize_token_embeddings` regression broadly and includes both affected embedding paths (`embed_tokens_per_layer` and `output_embeddings`).", + "summary": "Mostly heterogeneous cluster of unrelated tokenizer, model-loading, training, and quantization regressions. The only clear duplicate-like subgroup is the resize_token_embeddings/output-embeddings reports; the rest look distinct.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45292 is the broadest, most central report in the resize_token_embeddings subgroup: it describes the shared symptom of output embeddings not updating, which the more specific Gemma4/t5gemma reports appear to instantiate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45276 is the strongest representative issue: it is the most complete, general statement of the shared `resize_token_embeddings` bug and subsumes the narrower reports.", + "best_issue_reason": "issue:45292 is the best single issue to anchor the duplicate subgroup because it states the core API regression in generic terms rather than a model-specific variant.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are model-loading/quantization problems, but they affect different models and failure modes (`NVFP4` load error vs MXFP4 falling back to bf16)." + "reason": "Both are quantization-related, but one is an NVFP4 runtime error and the other is an MXFP4 load fallback; different failure modes and likely different fixes." }, { - "left": "issue:42947", - "right": "issue:43381", + "left": "issue:45663", + "right": "issue:45859", "accept": false, - "reason": "Shared theme of gradient checkpointing, but one is about LoRA effectiveness and the other about eval-mode misuse; different bugs." + "reason": "Both involve model internals, but one is an FSDP2 training KeyError in Gemma4 attention and the other is a CPU-offload rotary embedding incompatibility in Qwen3_5Moe; not the same bug." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "`torch.device(\"meta\")` loading failures and Strix Halo mmap/OOM are unrelated code paths." + "reason": "Meta-device loading breakage and Strix Halo mmap OOM are unrelated root causes and fixes." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective with PEFT LoRA while the other forbids eval mode; different concrete issues." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batched inference leak and Gemma4 device-mismatch in forward are different model-specific defects." + "reason": "AudioFlamingo3 batched inference leakage and Gemma4 PLE device mismatch are unrelated model-specific bugs." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "One is a config bug creating sparse layers at zero encoder layers; the other is an FSDP2 attention state bug. Not the same issue." + "reason": "Sparse-layer construction in SwitchTransformersConfig is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Both mention Nemotron, but one is a checkpoint-loading failure and the other is a broken example; too different to merge." + "reason": "NemotronH checkpoint loading and a broken official Nemotron example may be related in the same family, but the titles do not establish the same concrete defect." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying `resize_token_embeddings` regression: downstream embeddings are not updated correctly. `45276` is the broader symptom set, `45292` a narrower report." + "reason": "Both report the same resize_token_embeddings regression: token embedding/output embedding tables are not updated as expected." }, { "left": "issue:45685", "right": "issue:46468", "accept": false, - "reason": "Unrelated: MPS histogram support error vs a broken Nemotron example." + "reason": "MPS histogram-on-Int error in MoE code is unrelated to Nemotron example breakage." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Both are regressions, but one is a Qwen video-input issue and the other is strict config loading for Granite Speech." + "reason": "Video-input regression for Qwen VL models and strict-config Granite Speech loading are different problems." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Save/from_pretrained extra_state handling and Strix Halo mmap OOM are different subsystems and failure modes." + "reason": "extra_state save/load handling and Strix Halo mmap OOM are unrelated." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to the RLHF NaN/SDPA fallback issue." + "reason": "Eval-mode gradient checkpointing restriction is unrelated to the RLHF NaN/SDPA fallback issue." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 `shared_kv_states` rebuilding are distinct bugs." + "reason": "flash_attention.py crash on s_aux=None is a distinct attention-path bug from Gemma4 FSDP2 KeyError." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "One concerns read-only file permissions during `save_pretrained`; the other concerns loading the wrong custom module after save/load. Different defects." + "reason": "Custom-model source-file permissions during save_pretrained and wrong custom-module loading after save_pretrained are separate bugs." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash test loading issue and Qwen3.5 save_pretrained regression are unrelated." + "reason": "GLM-4.7-Flash test loading failure and Qwen3.5 save_pretrained regression are different save/load issues." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Both tokenizer-related, but BPE marker handling and `continue_final_message` behavior on `mistral_common` are different problems." + "reason": "Tokenizer BPE-marker handling and mistral_common continue_final_message behavior are different tokenizer paths." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same `resize_token_embeddings` bug family: downstream embedding/output modules are not refreshed. `45335` is just the T5Gemma-specific manifestation." + "reason": "Both are the same resize_token_embeddings propagation bug, reported against different model variants and output embedding locations." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch for Phi-tiny-MoE and meta-device model loading failures are unrelated." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and meta-device loading failures are unrelated." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks and Trainer `resume_from_checkpoint` step-count math are separate issues." + "reason": "Custom-model initialization breakage in notebooks and Trainer max_steps miscalculation on checkpoint resume are different subsystems." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch for one model and inability to load another model are not the same bug." + "reason": "Tokenizer vocab-size mismatch and ScandiBERT loading failure are not the same defect." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model initialization and `extra_state` save/load handling are different serialization problems." + "reason": "Notebook custom model initialization and extra_state save/from_pretrained handling are distinct issues." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure and Strix Halo mmap/OOM are unrelated." + "reason": "Float8 storage lookup failure and mmap OOM on Strix Halo are unrelated." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility and autocast dtype mismatch are different issues." + "reason": "Torch 2.10 incompatibility and autocast dtype mismatch are different compatibility failures." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Correctness regression in Granite token IDs and performance regression in `convert_tokens_to_ids` are not the same underlying bug." + "reason": "Granite tokenizer ID regression and slow convert_tokens_to_ids are different tokenizer problems." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Token-conversion slowdown and CodeLlama leading-space round-trip regression are unrelated tokenizer behaviors." + "reason": "Tokenizer performance regression and CodeLlama leading-space round-trip regression are unrelated." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper `return_language` pipeline regression and tokenization changes across versions do not look like the same concrete bug." + "reason": "Whisper return_language pipeline regression and generic tokenization-version changes are not the same bug." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5 custom-model regressions, but one is about `base_model_prefix` loading and the other about Jupyter notebook model initialization; too distinct." + "reason": "Both involve custom models under Transformers 5.0.0, but one is base_model_prefix loading and the other is notebook initialization; not one concrete defect." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear-attention crash and compile-error on non-template nodes are unrelated." + "reason": "PagedAttentionCache linear_attention group-type crash and non-template-node compile error are unrelated." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline language return issue and inconsistent `from_pretrained` behavior inside Python classes are different problems." + "reason": "Whisper pipeline return_language regression and from_pretrained-in-class inconsistency are different API behaviors." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch >=2.9 and Gemma4 PLE device mismatch are unrelated." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are different bugs." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch 2.10 incompatibility and Gemma4 device mismatch are different code paths." + "reason": "Torch version incompatibility and Gemma4 device mismatch are unrelated." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch compatibility issue and Mistral-3 image preprocessor/model dtype mismatch are unrelated." + "reason": "Torch compatibility and Mistral-3 image preprocessor dtype mismatch are not the same issue." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Different error surfaces and subsystems: storage-object lookup vs compilation of non-template nodes." + "reason": "Float8 storage lookup failure and template-node compile failure are distinct." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression and mask-shape IndexError are not clearly the same underlying defect." - }, - { - "left": "issue:43906", - "right": "issue:44530", - "accept": false, - "reason": "An isolated reproduction of another issue and a PagedAttentionCache crash on Qwen3.5 are not the same bug." + "reason": "Qwen VL video-input regression and mask/tensor shape IndexError are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only affirmative duplicate family, around `resize_token_embeddings` failing to refresh downstream embeddings, is well supported by the issue titles and the high Jaccard overlap between `45276`, `45292`, and `45335`. The other soft-edge rejections do not overstate the evidence and are appropriately cautious." + "feedback": "The summary is grounded in the packet and stays conservative: it identifies one clearly supported duplicate-like subgroup around resize_token_embeddings/output_embeddings and treats the other pairs as distinct rather than over-merging them. The accepted soft-edge verdicts for issues 45276/45292 and 45292/45335 are consistent with the issue titles and evidence provided." }, "evaluator_used": true, "retried": false, @@ -2807,10 +2787,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:32090", "issue:36032", @@ -2862,11 +2842,12 @@ "issue:46821" ], "soft_pairs": [ + "issue:43906|issue:44530", "issue:43901|issue:44509", - "issue:43994|issue:44079", - "issue:44265|issue:44898", "issue:43425|issue:44918", + "issue:43994|issue:44079", "issue:44671|issue:44991", + "issue:44265|issue:44898", "issue:36032|issue:43452", "issue:39404|issue:44912", "issue:44164|issue:45759", @@ -2890,217 +2871,223 @@ "issue:44661|issue:44683", "issue:43643|issue:44530", "issue:43541|issue:45084", - "issue:42915|issue:44530", - "issue:44451|issue:44987" + "issue:44451|issue:44987", + "issue:42915|issue:44530" ], - "prepared_review_unit_hash": "4197ef8cbbc8122af7b81b042be66aa02ef0c35ead63b4a4f186237cb1594966", + "prepared_review_unit_hash": "0c970c38fdf0e4561df43d48731fbc0ba50857d85da742ec09d01fe7f0ab043f", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36772, - "estimated_input_tokens": 9193, - "estimated_eval_tokens": 18642 + "soft_pair_count": 31, + "serialized_chars": 37073, + "estimated_input_tokens": 9269, + "estimated_eval_tokens": 18794 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is thematically similar (many Transformers loading/regression reports), but the soft pairs are mostly only broadly related and not the same underlying bug or change. I would not merge any of the candidate pairs.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43611 is the broadest, most representative loading-regression report in the set: it describes a general Transformers 5.0.0 breakage around model loading and the `base_model_prefix` path, which is closer to the cluster\u2019s overall theme than the narrower, model-specific reports.", + "summary": "This is a very heterogeneous cluster of Transformers issues: model/tokenizer loading regressions, docs mismatches, quantization/training problems, and unrelated export/compile bugs. The soft edges are mostly semantic false positives; I did not find a convincing duplicate pair.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43611 is the broadest representative of the cluster\u2019s dominant theme: Transformers v5 loading regressions. It is still only an umbrella-like fit, not a true duplicate of most other items.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the best single issue to keep as the representative triage item because it is general, clearly framed, and directly about a v5 loading regression rather than a model-specific symptom.", + "best_issue_reason": "issue:43611 is the best single representative because it captures the recurring model-loading breakage pattern seen in several nearby reports, even though the cluster overall is not a single bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43901", - "right": "issue:44509", + "left": "issue:43906", + "right": "issue:44530", "accept": false, - "reason": "Both are documentation complaints, but they concern different pipeline deprecations and different stale docs content." + "reason": "Different failures: isolated reproduction of an older issue vs Qwen3.5 PagedAttentionCache group-type crash." }, { - "left": "issue:43994", - "right": "issue:44079", + "left": "issue:43901", + "right": "issue:44509", "accept": false, - "reason": "One is a SigLIP2 output-quality/loading symptom; the other is a `ModelOutput` key-assignment bug. Different code paths." + "reason": "Both are docs-related, but they concern different pipeline docs changes and different regressions." }, { - "left": "issue:44265", - "right": "issue:44898", + "left": "issue:43425", + "right": "issue:44918", "accept": false, - "reason": "Both involve export/image models, but one is about `torch_compilable_check` and export, the other about Perceiver interpolation at non-default resolution." + "reason": "Unrelated problems: Torch 2.10 compatibility vs TRL SFT trainer unpacking embeddings." }, { - "left": "issue:43425", - "right": "issue:44918", + "left": "issue:43994", + "right": "issue:44079", "accept": false, - "reason": "A Torch compatibility issue is unrelated to a TRL SFT embedding-unpacking failure." + "reason": "Different bugs: SigLIP2 producing bad outputs vs ModelOutput key assignment when a prior key is None." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model loading regressions, but they affect different models and different failure modes." + "reason": "Both affect tokenization/model loading in v5, but they are different models and different failure modes." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to Perceiver non-default-resolution image classification." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "A T5 tokenizer method-name conflict is unrelated to `gguf_file` breaking model/tokenizer loading." + "reason": "T5 tokenizer init conflict is unrelated to gguf_file handling in from_pretrained." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline language-return behavior and MXFP4 quantization fallback are unrelated bugs." + "reason": "Whisper pipeline return_language regression is unrelated to MXFP4 quantization fallback." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "`extra_state` save/load handling and `text_config` unwrapping for composite Qwen configs are different serialization/loading problems." + "reason": "save/from_pretrained extra_state handling is a different serialization bug than text_config unwrapping." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load corruption and a Mistral-common tokenizer `continue_final_message` bug are not the same issue." + "reason": "Quantized model save/load corruption is unrelated to continue_final_message tokenizer behavior." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "The reproduction of another issue is not evidence that it is the same bug as the mistral_common tokenizer problem." + "reason": "No shared underlying bug; one is a reproduction of an older issue, the other is mistral_common final-message handling." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both mention Qwen3-VL, but one is a v5 loading breakage and the other is a weight-shape mismatch for a specific model checkpoint." + "reason": "Both involve Qwen3-VL loading, but one is a generic dev0 regression and the other is a specific weight-shape mismatch; not enough to treat as one bug." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Loading a tokenizer for est-roberta and crashing in `_patch_mistral_regex` are distinct tokenizer bugs." + "reason": "Different tokenizer problems on different models; one is est-roberta loading, the other is Mistral regex patching." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Training memory inefficiency in Qwen3 MoE and disabling mmap on Strix Halo to avoid OOM are different problems." + "reason": "Qwen3 MoE training memory usage is unrelated to disabling mmap on Strix Halo." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed zero3/BertModel initialization failure and compiled flex_attention on torch>=2.9 are unrelated." + "reason": "Deepspeed ZeRO3/BertModel index error is unrelated to compiled flex_attention on newer torch." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "Save/load `extra_state` handling and a TimesFM `window_size` attribute error do not share the same code path." + "reason": "extra_state serialization and TimesFM window_size AttributeError are different code paths." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer failures: one is a model/tokenizer loading issue, the other is a Mistral regex patch crash." + "reason": "Different tokenizer loading bugs with different root causes and models." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are load failures, but they affect different repositories/models and different regression points." + "reason": "Both mention loading failures, but sleng-bert tokenizer loading and fast model loading on transformers>=5.1.0 are not the same defect." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is model-loading with `base_model_prefix` and the other is non-persistent buffers being filled incorrectly." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "One is about ignoring `tokenizer.json` from a repo; the other is a DeepSeek-Coder tokenizer output regression tied to a specific fix gap." + "reason": "AutoTokenizer ignoring tokenizer.json is different from DeepSeek-Coder tokenizer output being incorrect after a prior fix gap." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "A tokenizer BPE-marker bug and an untied `lm_head` weight bug are unrelated." + "reason": "Ministral BPE-marker handling and Mistral3 lm_head tying are unrelated model-specific bugs." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor dtype mismatch and a compilation error about non-template nodes are different failure modes." + "reason": "Mistral image preprocessor dtype mismatch is unrelated to a template-node compilation error." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer loading conflict and Qwen3 MoE fine-grained FP8 failure are not the same bug." + "reason": "T5 tokenizer method conflict is unrelated to Qwen3 MoE FineGrainedFP8Config loading failure." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP structural inconsistency and SAM3 text encoder weights not loading are different model-specific regressions." + "reason": "CLIP text-model structure drift is unrelated to Sam3 text encoder weights not loading." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "CPU-side XLNet positional encoding work and Qwen3.5 MoE CPU offload incompatibility are distinct issues." + "reason": "XLNet CPU device placement bug is unrelated to Qwen3_5Moe rotary embedding CPU offload compatibility." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer broadcast TypeError and Whisper pipeline `return_language` regression are unrelated." + "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper pipeline return_language regression." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "A model-registration helper failure and a flex_attention compilation failure do not share the same underlying bug." + "reason": "Tokenizer mapping/add-new-model-like failure is unrelated to flex_attention compilation on torch>=2.9." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Missing fields in `AutoConfig` with `trust_remote_code=True` and a PagedAttentionCache group-type crash are different loading/runtime problems." + "reason": "trust_remote_code missing config fields and Qwen3.5 PagedAttentionCache crash are different bugs." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch Dynamo tracing on Mixtral and a template-node compilation error are not the same concrete code-path issue." + "reason": "Mixtral grouped_mm tracing failure is unrelated to the template-node compilation error." }, { - "left": "issue:42915", - "right": "issue:44530", + "left": "issue:44451", + "right": "issue:44987", "accept": false, - "reason": "Qwen3 MoE FP8 config failure and Qwen3.5 PagedAttentionCache crash are different model/runtime bugs." + "reason": "Loading vesteinn/ScandiBERT and loading physical-intelligence/fast fail for different reasons." }, { - "left": "issue:44451", - "right": "issue:44987", + "left": "issue:42915", + "right": "issue:44530", "accept": false, - "reason": "Two separate model-loading failures for different repositories; no shared underlying defect is evident." + "reason": "Qwen3 MoE FineGrainedFP8Config failure is unrelated to Qwen3.5 linear_attention group-type crash." } ] }, @@ -3119,10 +3106,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:28530", "issue:34567", @@ -3151,7 +3138,6 @@ "issue:43994", "issue:44206", "issue:44220", - "issue:44265", "issue:44291", "issue:44403", "issue:44451", @@ -3159,6 +3145,7 @@ "issue:44466", "issue:44488", "issue:44534", + "issue:44589", "issue:44610", "issue:44811", "issue:44849", @@ -3174,8 +3161,8 @@ "issue:46326" ], "soft_pairs": [ - "issue:43582|issue:43632", "issue:40990|issue:43421", + "issue:43582|issue:43632", "issue:43644|issue:43646", "issue:34567|issue:40444", "issue:44811|issue:45584", @@ -3189,257 +3176,257 @@ "issue:45084|issue:45507", "issue:44987|issue:44991", "issue:43262|issue:43377", - "issue:43746|issue:46326", "issue:43883|issue:44991", + "issue:43746|issue:46326", "issue:42915|issue:45084", - "issue:44464|issue:45987", "issue:44403|issue:45081", + "issue:44464|issue:45987", "issue:43646|issue:44534", "issue:43645|issue:44534", "issue:44849|issue:45325", "issue:43377|issue:43819", "issue:43404|issue:44466", "issue:43994|issue:44610", + "issue:44987|issue:45081", "issue:42915|issue:44291", "issue:44451|issue:45081", - "issue:44987|issue:45081", "issue:28530|issue:34567", "issue:36032|issue:43742", - "issue:43089|issue:45987", - "issue:44265|issue:44610" + "issue:42915|issue:44589", + "issue:43089|issue:45987" ], - "prepared_review_unit_hash": "39a892e35e3ffecc008e7c9eda6df4dad9a90656313950b218741d4aad767b7a", + "prepared_review_unit_hash": "3435688660bcb8bbf4c107363c41c9035b66a58855dcf722c709af37cf7b86f4", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37739, - "estimated_input_tokens": 9435, - "estimated_eval_tokens": 19126 + "serialized_chars": 37689, + "estimated_input_tokens": 9423, + "estimated_eval_tokens": 19102 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous; only one soft pair looks like the same underlying bug. Most other pairs are merely in the same subsystem or share broad v5 regression themes, but not the same concrete failure mode.", - "confidence": 0.74, - "canonical_issue_reason": "No single canonical duplicate emerges from this mixed set; if one representative is needed, the broadest issue is 43646 because it describes a general Transformers v5 custom-model initialization regression.", + "summary": "Mostly a heterogeneous cluster of unrelated Transformers issues, with one small v5 custom-model-initialization/buffer-handling subcluster centered on issue 43646. Most soft pairs are different bugs or different model/code paths.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 43646 is the broadest and most representative report in the only clear duplicate-like mini-cluster: a v5 regression around custom model initialization and buffer handling.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best representative issue overall because it is broad and central, covering a general v5 custom model initialization breakage rather than a narrow symptom.", + "best_issue_reason": "Issue 43646 is the best umbrella issue because it captures the shared initialization regression without narrowing to a notebook-only or buffer-only symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:40990", + "right": "issue:43421", "accept": false, - "reason": "Different failures: Apple Silicon warmup TypeError vs `_is_hf_initialized` flag regression." + "reason": "Early stopping metric lookup and runtime tokenizer post-processor updates are unrelated bugs." }, { - "left": "issue:40990", - "right": "issue:43421", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Unrelated: perplexity on gpt-oss vs tokenizer backend post-processor updates." + "reason": "Apple Silicon allocator warmup TypeError and `_is_hf_initialized` loading regression affect different code paths." }, { "left": "issue:43644", "right": "issue:43646", - "accept": false, - "reason": "Both are v5 regressions, but one is non-persistent buffer junk and the other is custom model initialization; not the same bug." + "accept": true, + "reason": "Both point to the same v5 custom-model-initialization regression; 43644 is a concrete buffer symptom of the broader issue described in 43646." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Different subsystems and symptoms: token counting state vs multimodal IterableDataset failure." + "reason": "Token-count tracking and multi-image iterable fine-tuning failure are unrelated." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both involve Whisper, but batch_decode skip_special_tokens and empty-transcription generation after align_special_tokens are different code paths." + "reason": "Whisper decode special-token handling and empty-transcription generation failure are different bugs." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Packaging/backends issue vs backend-mapping ValueError; related area, but not the same defect." + "reason": "Package/backend inclusion and backend-mapping validation are separate issues." }, { "left": "issue:44206", "right": "issue:44220", - "accept": true, - "reason": "Same audio-feature regression: both point to the LASR/_torch_extract_fbank_features path and the unsupported `center` argument crash." + "accept": false, + "reason": "They describe different audio feature-extraction failures with different triggers." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Molmo tied-weights attribute error vs unrelated tokenizer load failure for a different model." + "reason": "Missing tied-weights metadata and a specific model-loading failure are not the same bug." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Different modalities and bugs: multimodal iterable batching vs mistral_common `continue_final_message` handling." + "reason": "Multi-image iterable finetuning and mistral_common final-message handling are unrelated." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method-name conflict vs custom model initialization in notebooks; not the same issue." + "reason": "T5 tokenizer method conflicts and custom-model initialization in notebooks are different issues." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both are GGUF/model-loading failures, but the affected path and model-specific regression are not clearly the same." + "reason": "Both involve GGUF loading, but one is a general `gguf_file` API break and the other is a specific model/version failure; not clearly the same bug." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Dequantized device-map offload failure vs GGUF loading failure for Qwen2.5; different code paths." + "reason": "Dequantized model offload loading and GGUF loading failure are distinct load paths." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Completely different bugs: template compilation TypeError vs GraniteMoEHybrid invalid method call." + "reason": "A template compilation error and a GraniteMoEHybrid invalid-method call are unrelated." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are model-loading regressions in v5, but for different models and likely different root causes." + "reason": "Different models and likely different tokenizer/loading regressions." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate default vs MIMI batched-vs-single output mismatch; different problems." + "reason": "Default sampling-rate handling and padding-mask batching mismatch are separate audio bugs." }, { - "left": "issue:43746", - "right": "issue:46326", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "PEFT/local checkpoint loading issue vs mistral_common message-finalization bug." + "reason": "A tied-weights attribute error and a tokenizer loading failure are unrelated." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:43746", + "right": "issue:46326", "accept": false, - "reason": "Tied-weights attribute error vs tokenizer loading regression for a different model." + "reason": "PEFT-adapter checkpoint loading and mistral_common message continuation are unrelated." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FineGrainedFP8Config failure is unrelated to template-node compilation." + "reason": "Qwen3Moe FP8 config failure and a template compilation error are different problems." }, { - "left": "issue:44464", - "right": "issue:45987", + "left": "issue:44403", + "right": "issue:45081", "accept": false, - "reason": "Generation inconsistency with compiled forward vs StaticCache sequence-length return type; related area, not same bug." + "reason": "Noise/logging on load and Mistral regex patch crashes are not the same bug." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:44464", + "right": "issue:45987", "accept": false, - "reason": "Loading noise regression vs Mistral regex patch crash; different symptoms and paths." + "reason": "Chunked-generation inconsistency and cache length return-type mismatch are different generation regressions." }, { "left": "issue:43646", "right": "issue:44534", - "accept": false, - "reason": "Both concern v5 initialization behavior, but one is custom model init and the other is non-persistent buffer contents; not the same defect." + "accept": true, + "reason": "These are the same v5 custom-model-init / non-persistent-buffer corruption regression stated at different levels of specificity." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Notebook custom model initialization breakage vs junk-filled non-persistent buffers; different concrete failures." + "reason": "Notebook-specific custom-model initialization and buffer junk are related in theme but not clearly the same concrete bug." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-state bug vs Qwen2.5-VL RoPE/position-id scaling bug; different models and code paths." + "reason": "Qwen3.5 hidden-states behavior and Qwen2.5-VL rope-index scaling are different model-specific regressions." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI padding-mask batching bug vs DAC from_latents/forward mismatch with missing STE; not the same issue." + "reason": "MIMI batching/padding-mask behavior and DAC latent conversion mismatch are different audio-model bugs." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "lm_head tie-weight bug vs device-dependent serialization of lm_head.weight; related theme, but not the same concrete regression." + "reason": "Both mention tied weights, but one is a model-specific tie bug and the other is device-dependent serialization behavior; not clearly the same change." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 nonsensical outputs vs OmDet-Turbo processor size mismatch; unrelated." + "reason": "Nonsensical model outputs and wrong processor input size are unrelated." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:44987", + "right": "issue:45081", "accept": false, - "reason": "Different v5 regressions: FineGrainedFP8Config vs unexpected `_is_hf_initialized` argument." + "reason": "A model load failure and a Mistral regex patch crash are different issues." }, { - "left": "issue:44451", - "right": "issue:45081", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "Model-loading failure for ScandiBERT vs Mistral regex patch crash; unrelated." + "reason": "Fine-grained FP8 config failure and `_is_hf_initialized` init_empty_weights argument error are distinct regressions." }, { - "left": "issue:44987", + "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different model-loading regressions: physical-intelligence/fast vs Mistral tokenizer regex patching." + "reason": "A model load failure for ScandiBERT and a tokenizer regex-patch crash are unrelated." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping metric selection bug vs token-count tracking bug; unrelated trainer features." + "reason": "Early stopping metric selection and token-count tracking are unrelated Trainer bugs." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer class conflict vs MobileLLM load key error; different root causes." + "reason": "Tokenizer special-token conflicts and a key error while loading MobileLLM-125M are different loading issues." }, { - "left": "issue:43089", - "right": "issue:45987", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "Generation performance overhead vs cache sequence-length contract bug; not the same failure." + "reason": "FP8 config failure and missing Float8 storage are both quantization-adjacent, but not the same concrete bug." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "torch.export/torch_compilable_check failure vs processor/model input-size mismatch; unrelated." + "reason": "Generation performance overhead and cache length contract mismatch are different problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is conservative and grounded in the packet. The only accepted soft pair (44206/44220) is plausibly the same audio-feature regression from the titles, and the other pairwise rejections mostly stay at the level of different concrete symptoms or code paths without overclaiming. The representative issue choice of 43646 is also defensible as the broadest custom-model initialization regression." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The identified mini-cluster around 43644/43645/43646/44534 is plausible, and the other pair rejections are generally cautious rather than overstated. I don\u2019t see a clear precision error strong enough to reject." }, "evaluator_used": true, "retried": false, @@ -3455,10 +3442,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:33666", "issue:35707", @@ -3468,7 +3455,6 @@ "issue:41553", "issue:41720", "issue:42796", - "issue:42915", "issue:43296", "issue:43322", "issue:43381", @@ -3485,11 +3471,13 @@ "issue:44062", "issue:44079", "issue:44220", + "issue:44265", "issue:44291", "issue:44403", "issue:44479", "issue:44534", "issue:44589", + "issue:44610", "issue:44683", "issue:44756", "issue:44811", @@ -3509,9 +3497,9 @@ "issue:46821" ], "soft_pairs": [ - "issue:42915|issue:44589", "issue:43632|issue:46821", "issue:44062|issue:44987", + "issue:44265|issue:44610", "issue:43322|issue:43540", "issue:44479|issue:45325", "issue:43531|issue:44877", @@ -3529,235 +3517,232 @@ "issue:43792|issue:44589", "issue:43381|issue:45923", "issue:42796|issue:43746", - "issue:33666|issue:40444", "issue:44291|issue:44589", - "issue:44079|issue:45663", + "issue:33666|issue:40444", "issue:40990|issue:44811", "issue:42796|issue:46710", + "issue:44079|issue:45663", "issue:43482|issue:43525", "issue:35707|issue:40444", "issue:43482|issue:45538", - "issue:43632|issue:44534", - "issue:41553|issue:43582" + "issue:41553|issue:43582", + "issue:43632|issue:44534" ], - "prepared_review_unit_hash": "3688f712cabc7c719eb57472b15992da77a9a95f3f84dba326380efd08b8f440", + "prepared_review_unit_hash": "9c2d2f270fcc3adb33927c1fec462784ba09224529135c0b509139cf2f14d6df", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 35856, - "estimated_input_tokens": 8964, - "estimated_eval_tokens": 18184 + "serialized_chars": 36497, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a noisy mix of unrelated transformer regressions and model-specific bugs. The only strong duplicate-looking pair is the Qwen3.5 save_pretrained regression, with one additional likely duplicate around Qwen2.5-VL temporal/video position handling.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 45216 is the clearest representative duplicate anchor: it describes the Qwen3.5 save_pretrained regression directly, and issue 45357 reads like the same bug narrowed to incorrect visual-encoder keys in a later release.", + "summary": "The cluster is mostly a grab bag of unrelated issue reports across tokenizers, multimodal models, checkpointing, and version-compatibility regressions. I don\u2019t see a single canonical issue/PR, and none of the soft edges are convincing duplicates under a strict triage standard.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated bugs and regressions rather than one underlying problem.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45216 is the best global issue anchor because it is concrete, regression-focused, and has a closely matching follow-up report; it is more suitable than the broader v5 breakage reports as a canonical duplicate target.", + "best_issue_reason": "No single issue is a strong representative because the cluster is heterogeneous; any pick would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42915", - "right": "issue:44589", - "accept": false, - "reason": "Both mention FP8/float8, but one is a FineGrainedFP8Config failure and the other is a missing Float8 storage object; these look like different failure modes." - }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "Unrelated bugs: one is about `_is_hf_initialized` in Transformers v5, the other is a TimesFM `window_size` AttributeError." + "reason": "Different regressions in different code paths: `_is_hf_initialized` loading vs TimesFM `window_size` attribute handling." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "These are different tokenizer/model-loading problems; there is no clear shared code-path or concrete duplicate symptom." + "reason": "Both involve tokenizers, but one is an `AddedToken` kwarg conflict and the other is tokenizer loading for a specific model." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "`torch.export` failure for `torch_compilable_check` is unrelated to OmDet-Turbo processor image-size mismatch." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Both are multimodal loading/input issues, but one is Llava Next segfaults and the other is Qwen3OmniMoe video ValueError; too different to merge as duplicates." + "reason": "Both are multimodal model issues, but one is a Llava Next load crash and the other is a Qwen3OmniMoe video-processing `ValueError`." }, { "left": "issue:44479", "right": "issue:45325", - "accept": true, - "reason": "Both target Qwen2.5-VL temporal/video position handling in the same multimodal rope-index code path; the later report looks like a narrower manifestation of the same regression." + "accept": false, + "reason": "Same broader Qwen-VL area, but video-input regression and still-image rope-index scaling are not the same concrete bug." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Different subsystems: Qwen3-MoE sliding window behavior versus Granite Speech config strictness." + "reason": "`sliding_window` in Qwen3-MoE and strict Granite Speech config loading are unrelated problems." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Completely unrelated: a T5 tokenizer method conflict versus a Qwen3 auto device mapping CUDA assert." + "reason": "Tokenizer method-name conflict is unrelated to the Qwen3 auto device-mapping CUDA assert." }, { "left": "issue:45216", "right": "issue:45357", - "accept": true, - "reason": "These are the same Qwen3.5 save_pretrained regression, with the later issue specifically calling out incorrect visual encoder keys." + "accept": false, + "reason": "Both concern Qwen3.5 save_pretrained, but one is a broad checkpoint regression and the other is a specific lingering visual-encoder key issue." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Both involve tokenizers, but one is a loading failure and the other is a performance regression in `convert_tokens_to_ids`; not the same bug." + "reason": "Tokenizer loading failure and `convert_tokens_to_ids` performance regression are different bugs." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "No shared concrete issue: torch version incompatibility versus noisy loading output." + "reason": "Torch 2.10 incompatibility is unrelated to the loading-noise issue." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different models and failures: PaddleOCR-VL loading in vLLM versus Qwen3-MoE sliding-window behavior." + "reason": "PaddleOCR-VL loading failure and Qwen3-MoE `sliding_window` behavior do not share the same code path." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction and compiled flex_attention are unrelated code paths." + "reason": "Fbank feature extraction and compiled flex_attention failures are separate subsystems." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is about `base_model_prefix` model loading and the other about non-persistent buffer initialization; not the same bug." + "reason": "`base_model_prefix` loading breakage and non-persistent-buffer junk filling are different v5 regressions." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen2.5-VL related, but one is finetuning with multiple images per prompt and the other is a temporal position scaling bug; too different to treat as duplicates." + "reason": "IterableDataset multi-image finetuning failure is not the same as Qwen2.5-VL still-image temporal position scaling." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions: Granite token IDs versus CodeLlama leading-space round-trip behavior." + "reason": "Both are tokenizer correctness issues, but Granite token IDs and CodeLlama space stripping are distinct bugs." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Different problem areas: a v5 `_is_hf_initialized` regression versus mmap OOM on Strix Halo." + "reason": "`_is_hf_initialized` loading failure is unrelated to Strix Halo mmap OOM behavior." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic loading noise versus a specific tokenizer loading failure; not the same underlying bug." + "reason": "Loading-noise behavior and tokenizer-loading failure are not the same bug." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper model execution failure and float8 storage lookup are unrelated." + "reason": "Whisper model runtime failure is unrelated to the Float8 storage lookup error." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Both touch gradient checkpointing, but one is about eval-mode usage and the other about a missing support flag on a trust_remote_code variant." + "reason": "Eval-mode gradient checkpointing restriction and missing `supports_gradient_checkpointing` flag are different issues." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." - }, - { - "left": "issue:33666", - "right": "issue:40444", - "accept": false, - "reason": "Both mention Qwen-VL training, but one is multi-GPU training and the other is iterable dataset/multi-image finetuning; not the same bug." + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Both are Transformers v5-related, but one is an `init_empty_weights` argument error and the other is a float8 storage issue." + "reason": "Unexpected `_is_hf_initialized` init argument and missing Float8 storage object are separate regressions." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states are different bugs." + "reason": "Both mention Qwen VL training, but multi-GPU training and multi-image IterableDataset failure are different problems." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity on GPT-OSS-20B and Whisper batch_decode skip_special_tokens are unrelated." + "reason": "High perplexity on GPT-OSS and Whisper `batch_decode` skipping specials are unrelated." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE-marker handling versus DeepSeek-R1-Distill-Llama-8B accuracy regression are different issues." + "reason": "Ministral tokenizer BPE markers and DeepSeek accuracy regression are not the same underlying bug." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma-4 FSDP2 `shared_kv_states` rebuilding are unrelated." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "A GGUF loading failure and a missing `pad_token_id` on Llama4Config are not the same bug." + "reason": "Qwen2.5-GGUF loading and missing `pad_token_id` on Llama4Config are different compatibility errors." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Different generation/training problems: progressive generation with `inputs_embeds` and `past_key_values` versus multi-image iterable dataset finetuning." + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to multi-image finetuning failure." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading failure and CLIPTokenizer max-length behavior are unrelated." + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer `model_max_length` default are unrelated tokenizer/model-loading issues." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "Both are v5 regressions, but they concern different loading/initialization behaviors." + "reason": "AutoTokenizer error messaging for Voxtral and AppleSilicon `caching_allocator_warmup` TypeError are unrelated." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "AutoTokenizer error messaging for Voxtral and AppleSilicon warmup TypeError are unrelated." + "reason": "`_is_hf_initialized` regression and junk-filled non-persistent buffers are separate v5 issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The two accepted soft pairs are both tightly title-aligned duplicate candidates, and the rejected pairs are appropriately cautious rather than overclaiming. I don\u2019t see evidence of an unsupported merge or an overly strong canonicalization claim." - }, - "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 }, @@ -3769,10 +3754,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:40444", "issue:41720", @@ -3787,11 +3772,11 @@ "issue:43482", "issue:43493", "issue:43531", + "issue:43606", "issue:43611", "issue:43644", "issue:43646", "issue:43701", - "issue:43749", "issue:43792", "issue:43818", "issue:43856", @@ -3828,241 +3813,244 @@ "issue:43531|issue:44291", "issue:43421|issue:44568", "issue:42175|issue:45542", - "issue:44079|issue:44534", "issue:41720|issue:45081", - "issue:44829|issue:45479", + "issue:44079|issue:44534", "issue:44462|issue:45812", + "issue:44829|issue:45479", "issue:43296|issue:46821", - "issue:43611|issue:43646", "issue:43818|issue:46402", + "issue:43611|issue:43646", "issue:43377|issue:45491", - "issue:43644|issue:44079", "issue:42175|issue:43296", + "issue:43644|issue:44079", "issue:43818|issue:45357", - "issue:43749|issue:44079", - "issue:44265|issue:45072", "issue:43792|issue:43957", + "issue:44265|issue:45072", "issue:45325|issue:45381", "issue:43493|issue:43994", "issue:45325|issue:45834", - "issue:43454|issue:44466", "issue:40444|issue:45381", + "issue:43454|issue:44466", "issue:42915|issue:43482", "issue:44291|issue:44877", "issue:43873|issue:45701", "issue:43701|issue:45325", "issue:42796|issue:45381", - "issue:44479|issue:45823" + "issue:44479|issue:45823", + "issue:43606|issue:44265" ], - "prepared_review_unit_hash": "3338896a644dac8a7a02fa04b1754a43021d74b056a722d995db2cff4a391c06", + "prepared_review_unit_hash": "75433e0d57a4ae6022d6730c3c363edd72f808b7c41fd7ead32764f482990f1b", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36636, - "estimated_input_tokens": 9159, - "estimated_eval_tokens": 18574 + "serialized_chars": 36687, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a broad, mostly heterogeneous set of closed issues with only loose topical similarity (Qwen/VL, loading, tokenizers, v5 regressions). The soft edges look like keyword-based matches rather than true duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "No single issue is a clear canonical representative: the set spans unrelated regressions in tokenization, model loading, vision/video position IDs, quantization, and backend packaging.", + "summary": "Mostly a heterogeneous set of unrelated Transformers bug reports across different models and subsystems (Qwen/VL, tokenizers, loading, offload, serialization). Only the two SigLIP2 reports look like the same underlying incorrect-output bug.", + "confidence": 0.46, + "canonical_issue_reason": "issue:43493 is the clearest root-cause-style report in the only convincing duplicate pair; it frames the SigLIP2 HF-vs-JAX discrepancy that likely explains the user-facing bad outputs in 43994.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is globally best suited to represent the cluster because the soft links are mostly broad topical similarity rather than the same bug.", + "best_issue_reason": "issue:43493 is the best representative issue here because it is concrete, diagnostic, and most likely to subsume the related SigLIP2 symptom report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Both involve offloading/device-map themes, but one is about dequantized model loading and the other about Qwen3 MoE training memory usage." + "reason": "Both mention Qwen3/MoE or offloading-related pain, but one is a device-mapping dequantization failure and the other is a training memory inefficiency; different bugs." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Different failures: Qwen3-MoE sliding_window behavior versus init_empty_weights rejecting an unexpected argument." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the init_empty_weights TypeError from the unexpected _is_hf_initialized argument." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer-related, but one is runtime post-processor refresh and the other is missing BOS/EOS insertion for a specific tokenizer." + "reason": "Both are tokenizer-adjacent, but one is runtime post-processor refresh logic and the other is add_special_tokens/BOS-EOS insertion for a specific tokenizer." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both mention TensorFlow-related packaging, but one is an install extra/backend omission and the other is a runtime undefined-backend error." - }, - { - "left": "issue:44079", - "right": "issue:44534", - "accept": false, - "reason": "Unrelated bugs: ModelOutput key assignment versus non-persistent buffer initialization." + "reason": "Both involve TensorFlow packaging/backend setup, but they target different failure modes and install configurations." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Different code paths: Qwen3 auto device mapping cuda assert versus Mistral regex patch crashing on backend_tokenizer." + "reason": "Different code paths: Qwen3 device-mapping CUDA assert vs Mistral regex patch crashing on tokenizer backend access." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "Both affect training, but flash_attention_3 degeneration and single-label num_labels=1 zero-loss are different bugs." + "reason": "ModelOutput key assignment and non-persistent buffer junk are separate Transformers v5 regressions with different symptoms and code paths." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one ignores tokenizer.json while the other returns wrong Granite token IDs." + "reason": "Both are AutoTokenizer regressions, but one ignores repo tokenizer.json while the other produces wrong Granite token IDs; not the same bug." }, { - "left": "issue:43296", - "right": "issue:46821", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "Different models and failures: PaddleOCR-VL load error versus TimesFM window_size AttributeError." + "reason": "Both describe degenerate training, but one is tied to flash_attention_3 and the other to problem_type=num_labels=1 classification behavior." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:43296", + "right": "issue:46821", "accept": false, - "reason": "Both are v5 loading regressions, but the concrete failures differ: base_model_prefix handling versus custom model initialization." + "reason": "Completely different models and failure modes: PaddleOCR-VL loading in vLLM vs TimesFM window_size AttributeError." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Different models and root causes: Video-LLaVA architecture/weight sharing versus Sam3Model text-encoder loading." + "reason": "Different multimodal-model issues: Video-LLaVA tower/weights mismatch vs Sam3Model text encoder weights not loading." }, { - "left": "issue:43377", - "right": "issue:45491", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "Both involve batching/padding behavior, but they target different models and symptoms (encoder mismatch vs NaNs in Gemma3)." + "reason": "Both are broad Transformers v5 loading regressions, but one is about base_model_prefix and the other custom model initialization; too different to merge." }, { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:43377", + "right": "issue:45491", "accept": false, - "reason": "Non-persistent buffer serialization is unrelated to ModelOutput key assignment." + "reason": "Both involve batched-input correctness, but MIMI missing padding-mask support is not the same as Gemma3 all-padding sliding-window NaNs." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Separate issues in different stacks: TensorFlow backend packaging versus vLLM/PaddleOCR-VL loading." + "reason": "TensorFlow backend packaging vs PaddleOCR-VL model loading are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization and ModelOutput key assignment are distinct v5 regressions." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different regressions: Video-LLaVA internals versus Qwen3.5 save_pretrained visual-encoder keys." + "reason": "Video-LLaVA architecture/weight-sharing bug is unrelated to Qwen3.5 save_pretrained key serialization." }, { - "left": "issue:43749", - "right": "issue:44079", + "left": "issue:43792", + "right": "issue:43957", "accept": false, - "reason": "FSDP CPU RAM efficient loading is a different subsystem from ModelOutput key handling." + "reason": "Whisper runtime failure and meta-device loading breakage are different bugs." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export with torch_compilable_check and bfloat16 dtype mismatches are different problems." - }, - { - "left": "issue:43792", - "right": "issue:43957", - "accept": false, - "reason": "Both are model-loading failures, but for different mechanisms: Whisper runtime failure versus meta-device loading breakage." + "reason": "torch.export exportability and bfloat16 dtype mismatch are unrelated issues." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Same model family, but one is still-image rope scaling and the other is video vision_position_ids." + "reason": "Both are Qwen2.5-VL position-id regressions, but one is still-image temporal scaling and the other is video-input vision_position_ids; not clearly the same underlying bug." }, { "left": "issue:43493", "right": "issue:43994", - "accept": false, - "reason": "Both concern SigLIP2, but one reports HF-vs-JAX implementation discrepancy and the other nonsensical AutoModel/pipeline outputs." + "accept": true, + "reason": "Same model family and same symptom class: SigLIP2 produces wrong/nonsensical outputs, with 43493 giving the diagnostic HF-vs-JAX discrepancy that likely explains 43994." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Different multimodal models and failures: Qwen2.5-VL rope-index scaling versus Kosmos2.5 OCR long-input indexing." + "reason": "Qwen2.5-VL position-id logic is unrelated to Kosmos2.5 long-OCR index errors." }, { - "left": "issue:43454", - "right": "issue:44466", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "Related to lm_head weights, but one is missing weight tying and the other is inconsistent serialization behavior." + "reason": "IterableDataset multi-image finetuning failure is a different Qwen2.5-VL issue from video vision_position_ids." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "Both touch Qwen2.5-VL multimodal positions, but one is iterable-dataset finetuning with multiple images and the other is video position IDs." + "reason": "Both involve lm_head/tied-weights topics, but one is a missing tie causing garbage generation while the other is device-dependent serialization inconsistency." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different areas: Qwen3MoE FP8 config failure versus Qwen2.5-GGUF loading under transformers v5." + "reason": "Qwen3MoE FP8 config failure and Qwen2.5-GGUF loading in v5 are unrelated." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Both are config/loading issues, but they involve different failure modes and models." + "reason": "init_empty_weights argument handling and strict config loading are separate Transformers v5 compatibility problems." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to tokenizer version-dependent output changes." + "reason": "Quantization/offload behavior and tokenization-version changes are unrelated." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index scaling." + "reason": "resume_from_checkpoint key mismatch is unrelated to Qwen2.5-VL rope/position-id bugs." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video vision_position_ids." + "reason": "Tokenizer BPE marker handling and Qwen2.5-VL video position ids are different bugs." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Different failures: a Qwen video-input regression versus a Gemma4 device mismatch during forward." + "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are unrelated model-specific failures." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch and torch.export/torch_compilable_check export failure do not share the same code-path problem." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the soft-edge verdicts stay conservative overall. The only accepted pair, issue:43493 and issue:43994, is a plausible same-bug match based on the shared SigLIP2 incorrect-output symptom, while the other pairs are reasonably rejected as different failure modes." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4074,10 +4062,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:34634", "issue:35707", @@ -4129,7 +4117,6 @@ "issue:46821" ], "soft_pairs": [ - "issue:43606|issue:44265", "issue:40990|issue:45584", "issue:43262|issue:43746", "issue:43828|issue:46821", @@ -4161,220 +4148,214 @@ "issue:43881|issue:44991", "issue:36331|issue:42617" ], - "prepared_review_unit_hash": "ba3f3e0da5d2a9e6f4d61a523ff0bf417fb5e023874771b057faf2d1215be9d2", + "prepared_review_unit_hash": "96a3f48ec315b569e6e76c574cf75b11e3c3c88caecb7feccb811e880b494d94", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37105, - "estimated_input_tokens": 9277, - "estimated_eval_tokens": 18810 + "soft_pair_count": 30, + "serialized_chars": 36799, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are largely heterogeneous and do not form a clear duplicate cluster. Most soft pairs share only a broad subsystem name (e.g. offloading, tokenizers, device maps) but describe different concrete failures, so I rejected them all.", - "confidence": 0.89, - "canonical_issue_reason": null, + "summary": "These issues are only loosely related by broad themes like loading, offloading, tokenization, or generation, but they describe different models, code paths, and failure modes. I do not see any true duplicate pairs among the soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43873 is the broadest and most central representative of the cluster\u2019s recurring loading/offloading/device-mismatch theme, with the strongest discussion/inbound activity. Even so, it is better treated as the umbrella issue than as a true duplicate match for the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the broadest, most reusable umbrella issue in the set: it is open, has multiple inbound references, and centers on offloading + quantization, a recurring theme across several nearby reports. It is still not a true duplicate of the others, just the best representative issue.", + "best_issue_reason": "issue:43873 best captures the shared high-level theme of runtime offloading/loading regressions across the cluster, making it the most useful representative issue for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43606", - "right": "issue:44265", - "accept": false, - "reason": "Different code paths: Bark CPU offload device mismatch vs torch.export failing on torch_compilable_check." - }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Unrelated failures: perplexity regression on GPT-OSS vs Whisper empty-transcription generation after token alignment." + "reason": "Both involve generation quality, but one is perplexity on gpt-oss and the other is Whisper empty-transcription handling after token alignment; different models and distinct bugs." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate default bug vs GraniteSpeech PEFT checkpoint loading; different components and symptoms." + "reason": "Audio processor sampling-rate defaulting and GraniteSpeech PEFT local checkpoint loading are unrelated code paths and symptoms." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM's window_size AttributeError." + "reason": "Both mention dtype/argument issues in generation-like flows, but one is an autocast dtype mismatch in Phi MoE and the other is a TimesFM window_size AttributeError." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Different model-loading problems for different models; no shared concrete bug." + "reason": "glm-4v-9b loading failure and cjvt/sleng-bert tokenizer load failure are different model families and different failure mechanisms." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map cuda assert." + "reason": "Progressive generation with inputs_embeds/past_key_values is a generation API bug; Qwen3 auto device mapping on A800 is a device-placement/runtime assert issue." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice_preset failure and generation cache behavior are different bugs." + "reason": "BarkProcessor voice_preset and inputs_embeds/past_key_values are unrelated: audio processor preset handling vs generation cache/embed handling." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "lm_head weight tying in AyaVision is unrelated to Bamba torch.compile SDPA failure." + "reason": "AyaVision lm_head tying and Bamba torch.compile SDPA failures are different model implementation problems." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch in Bark is unrelated to DAC.from_latents / STE mismatch." + "reason": "CPU offload device mismatch for Bark-small and DAC.from_latents vs forward mismatch are separate bugs in different models." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Doc example/model mismatch and quantization error vs finetuning IterableDataset multi-image failure are different issues." + "reason": "SigLIP2 docs errors and Qwen2.5-VL iterable multi-image finetuning failure are documentation vs training/data-pipeline issues." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crashes on NER/padding vs torch.export support for torch_compilable_check; different failure modes." + "reason": "LayoutLMv2Tokenizer NER/padding crashes and torch.export.export with torch_compilable_check are unrelated tokenizer vs export/runtime issues." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both mention device_map=auto, but Qwen3 cudaErrorAssert and Gemma4 PLE device mismatch are different concrete bugs." + "reason": "Both are device_map-related, but Qwen3 auto-mapping cudaErrorAssert and Gemma4 PLE device mismatch are different models and different device bugs." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI batch-vs-single output mismatch from padding masks is unrelated to OmDet processor resolution mismatch." + "reason": "MIMI encoder padding-mask batching and OmDet-Turbo processor/model resolution mismatch are separate multimodal bugs." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Streaming mask off-by-one and tokenizer lookup slowdown are unrelated." + "reason": "MoonshineStreaming sliding window off-by-one and tokenizer convert_tokens_to_ids slowdown are unrelated streaming vs tokenizer performance issues." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MOE weight conversion during accelerate+deepspeed is unrelated to missing gradient-checkpointing flag." + "reason": "Qwen3 MoE weights not converted during accelerate+deepspeed loading and Nemotron gradient-checkpointing flag missing are different loading vs config-flag bugs." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for a specific tokenizer while the other is wrong token IDs across many models." + "reason": "mdeberta add_special_tokens regression and AutoTokenizer wrong token IDs across multiple models are both tokenizer regressions but not the same underlying bug." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Gemma4 device-mapping forward mismatch is unrelated to TimesFM window_size AttributeError." + "reason": "Gemma4 PLE device mismatch during forward and TimesFM window_size AttributeError are unrelated model/runtime failures." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Weight tying/generation garbage and bfloat16 dtype mismatch are different issues." + "reason": "AyaVision weight tying and dtype mismatches in SwitchTransformers/TimmWrapperModel are different failure classes." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to FP8 inference on B200." + "reason": "Ministral tokenizer BPE-marker handling and FP8 inference on B200 are unrelated tokenizer vs hardware-kernel issues." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Related theme (offloading/quantization) but not the same concrete bug; one is dequantized model loading with device_map=auto, the other is a broader offloading complaint." + "reason": "Both concern offload/loading, but one is dequantized model loading with device_map=auto and the other is quantization/offloading behavior in general; different concrete code paths." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Padding-mask batch inconsistency in MIMI is unrelated to Perceiver non-default-resolution classification." + "reason": "MIMI batching/padding-mask behavior and Perceiver non-default-resolution interpolation are both vision-model issues but not the same bug." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision weight-tying bug is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking during accelerate loading are distinct model-loading problems." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity regression and gradient-checkpointing ineffective with PEFT LoRA are unrelated." + "reason": "High perplexity on a model benchmark and gradient checkpointing being ineffective with PEFT LoRA are unrelated training/evaluation issues." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py run failure and Qwen3MoE FineGrainedFP8Config failure are different model/runtime bugs." + "reason": "3d_parallel.py runtime failure and Qwen3Moe FineGrainedFP8Config failure are different scripts/models and different failure modes." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage is unrelated to non-persistent buffer junk in v5." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk in Transformers v5 are both loading-related but not the same bug." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to composite Qwen multimodal config unwrapping." + "reason": "StableLm missing pad_token_idx and AutoModelForCausalLM not unwrapping text_config are separate config-handling regressions." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to Molmo's all_tied_weights_keys AttributeError." + "reason": "BeitImageProcessorFast reduce_labels bug and Molmo missing all_tied_weights_keys are unrelated processor vs model attribute issues." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next loading segfault and sinq save/load quantization breakage are different problems." + "reason": "Llava Next segfault on load and sinq quantized model save/load breakage are different model-loading failure modes." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Both are load-time failures, but Qwen3 auto device-map cuda assert and Llava Next segfault are not the same bug." + "reason": "Both can happen during loading, but Qwen3 device-map asserts and Llava Next segfaults are distinct model/runtime paths." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer/model loading failures for different models." + "reason": "glm-4v-9b load failure and EMBEDDIA/est-roberta tokenizer loading regression are different model classes and symptoms." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer compute_loss signature mismatch is unrelated to 3d_parallel.py execution failure." + "reason": "CustomTrainer.compute_loss signature mismatch and 3d_parallel.py runtime failure are unrelated trainer API vs script execution bugs." } ] }, @@ -4393,10 +4374,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:26413", "issue:28530", @@ -4442,6 +4423,7 @@ "issue:45701", "issue:45704", "issue:45823", + "issue:46291", "issue:46402", "issue:46665", "issue:46821" @@ -4455,19 +4437,19 @@ "issue:43450|issue:45701", "issue:40990|issue:45701", "issue:43065|issue:46402", - "issue:44186|issue:45072", "issue:41720|issue:42617", "issue:43873|issue:44756", + "issue:44186|issue:45072", "issue:26413|issue:28530", "issue:43550|issue:43720", - "issue:43577|issue:43708", "issue:45685|issue:46821", + "issue:43577|issue:43708", "issue:43295|issue:45701", "issue:43550|issue:43606", "issue:43646|issue:46665", "issue:44186|issue:44610", - "issue:44610|issue:44898", "issue:42915|issue:43317", + "issue:44610|issue:44898", "issue:43404|issue:45357", "issue:44008|issue:45823", "issue:36010|issue:42617", @@ -4475,210 +4457,217 @@ "issue:45632|issue:45684", "issue:41720|issue:45161", "issue:43531|issue:43572", - "issue:28530|issue:33666" + "issue:28530|issue:33666", + "issue:42915|issue:46291" ], - "prepared_review_unit_hash": "bc97ab7c2a9f720cdcf468f2a961b8d1499b174f6f1718a1bc9beef7fa84bd5e", + "prepared_review_unit_hash": "fd3e2733fb1f276dff50d160896ec16fa2daa92d49cb76e21427af596891f755", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35901, - "estimated_input_tokens": 8976, - "estimated_eval_tokens": 18208 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36794, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This looks like a loose similarity bucket, not a true duplicate cluster: the items span trainer resume bugs, multimodal processor/serve regressions, quantization/offload issues, and unrelated model-specific failures. The topical overlaps are real but the concrete bugs are different in each pair.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 43708 is the clearest, most concrete regression report in the set: it isolates a specific Trainer resume_from_checkpoint/max_steps miscalculation with a reproducible condition. If forced to anchor the cluster, this is the strongest issue to represent a training-resume subtheme.", + "summary": "The cluster is broadly heterogeneous: it mixes unrelated trainer, tokenizer, multimodal, quantization, save/load, and serving bugs. None of the soft pairs look like the same underlying defect or a plausible single merged fix, so all soft edges are rejected. If a representative issue is needed, #43708 is the clearest, best-scoped regression report.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #43708 is the strongest representative in the set because it is a concrete, reproducible Trainer regression with a precise failure mode and clear scope, even though it is not a duplicate of the other issues.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43708 is the best representative issue because it is specific, actionable, and describes an identifiable code-path bug rather than a broad symptom. None of the other issues are close enough to supersede it as a canonical anchor.", + "best_issue_reason": "Issue #43708 is the most actionable and well-specified issue here, with a direct repro path and a clearly stated bug in resume/checkpoint logic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Both are performance/memory complaints, but one is int4 quantization OOM and the other is an apex RMSNorm leak in T5; different root causes and code paths." + "reason": "Both mention memory/performance regressions, but one is int4 CUDA reserved-memory OOM and the other is a T5/apex RMSNorm leak; different root causes and models." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Both involve Qwen3.5/Qwen-family generation, but one is auto device-map CUDA assert and the other is flash-attention generation misbehavior; not the same defect." + "reason": "Same broad Qwen3.5 area, but one is an auto device-map cuda assert and the other is a flash-attention generation failure; not the same bug path." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Unexpected compute_loss kwargs in CustomTrainer is unrelated to Qwen3Moe failing with FineGrainedFP8Config." + "reason": "CustomTrainer compute_loss keyword mismatch is unrelated to Qwen3Moe failing with FineGrainedFP8Config." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading for granite_speech and tokenizer loading for EMBEDDIA/est-roberta are unrelated failure modes." + "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are separate loading failures with different causes." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both touch save_pretrained/serialization, but one is tied lm_head serialization by device and the other is wrong visual-encoder keys in Qwen3.5; different bugs." + "reason": "Both involve model serialization, but one is tied lm_head.weight behavior and the other is incorrect visual encoder keys for Qwen3.5; different defects." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batched-shape bug is unrelated to version-dependent tokenization changes." + "reason": "Video processor batched-shape bug and tokenizer version-dependent behavior are unrelated." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on GPT-OSS and tokenization changes across versions are not the same underlying issue." + "reason": "High perplexity on gpt-oss-20b and tokenization changes across versions are not the same issue." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Sam3 pixel-decoder dummy Conv2d and Sam3Model text-encoder weights not loading are different parts of the model and different failures." - }, - { - "left": "issue:44186", - "right": "issue:45072", - "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash and bfloat16 dtype mismatches in other models are unrelated." + "reason": "Both touch Sam3, but one is a dummy Conv2d in the pixel decoder and the other is missing text-encoder weight loading; different code paths." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen2-VL multi-GPU training and failure running 3d_parallel.py are too generic and point to different scripts/code paths." + "reason": "Qwen3 auto device-map cuda assert and inability to run 3d_parallel.py are unrelated runtime failures." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization offload behavior and Strix Halo mmap OOM are different memory-management problems." + "reason": "Quantization offloading behavior and Strix Halo mmap OOM are separate memory-management problems." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Both are Trainer-related, but one is resume_from_checkpoint failing in epoch iteration and the other is early stopping disabling itself due to missing eval metric; separate bugs." + "reason": "Checkpoint resume epoch-iterator failure and early-stopping metric lookup are different Trainer control-flow bugs." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba and unpacking packed weights during accelerate loading in BitNet are unrelated." + "reason": "torch.compile/SDPA failure in Bamba and BitNet weight-unpacking during accelerate loading are different model/backend issues." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:45685", + "right": "issue:46821", "accept": false, - "reason": "Blip2 dtype retention and Trainer max_steps recalculation are different subsystems and symptoms." + "reason": "MoE histogram MPS error and TimesFM window_size AttributeError are unrelated model bugs." }, { - "left": "issue:45685", - "right": "issue:46821", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "MPS histogram on Int and TimesFM window_size AttributeError are unrelated model/runtime bugs." + "reason": "Blip2 dtype staying float32 after load is unrelated to resume_from_checkpoint max_steps miscalculation." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 and version-dependent tokenization behavior do not describe the same bug." + "reason": "Processor.tokenizer regression for multimodal custom code and tokenization changes across versions are not the same defect." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Different model/runtime paths: SDPA compile issue in Bamba vs CPU offload device mismatch in bark-small." + "reason": "Bamba torch.compile/SDPA failure and suno/bark-small CPU offload device mismatch are different issues." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Both concern custom model loading, but one is a broad 5.0 initialization breakage and the other is inconsistent from_pretrained behavior inside Python classes; too vague to merge." + "reason": "Both are custom-code regressions after newer Transformers, but they affect different APIs and failure modes." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crash on NER/batching is unrelated to OmDet-Turbo producing the wrong image size." + "reason": "LayoutLMv2 tokenizer crash and OmDet-Turbo processor resolution mismatch are separate processor bugs." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:42915", + "right": "issue:43317", "accept": false, - "reason": "Both are image pre-processing issues, but one is a hardcoded output size mismatch and the other is non-default-resolution failure with interpolate_pos_encoding; different bugs." + "reason": "Qwen3Moe FP8 config failure and dequantized model offload loading failure do not share the same root cause." }, { - "left": "issue:42915", - "right": "issue:43317", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe and dequantized model loading with device_map=auto are different quantization/loading problems." + "reason": "Both involve image size handling, but OmDet-Turbo returns 640px while Perceiver fails on non-default resolution; different model logic." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "lm_head weight tying in Mistral3ForConditionalGeneration and incorrect visual encoder keys in Qwen3.5 save_pretrained are separate serialization issues." + "reason": "lm_head tying in Mistral3 and Qwen3.5 visual-encoder save keys are distinct serialization/tie-weight problems." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma3n variable collision in forward and Gemma4 PLE device mismatch are unrelated model-specific bugs." + "reason": "Gemma3n variable-name collision in forward and Gemma4 PLE device mismatch under auto mapping are different bugs." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import regression and inability to run 3d_parallel.py have no clear shared code-path." + "reason": "GenerationMixin import error and 3d_parallel.py runtime failure are unrelated." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both are serve/multimodal processor crashes, but one is continuous-batching on Qwen3.5 with string-to device handling and the other is Gemma4Processor missing _tokenizer; different failure mechanisms." + "reason": "Both are serve/multimodal crashes, but they involve different processors and distinct missing-attribute errors." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "trust_remote_code cache collisions and read-only permission propagation in save_pretrained are unrelated." + "reason": "Trust-remote-code cache path collisions and read-only permission propagation in save_pretrained are unrelated filesystem issues." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Qwen2-VL multi-GPU training and GPT-OSS MoE tensor-parallel-only failure are different distributed-training issues." + "reason": "Qwen3 auto device assert and GPT-OSS MoE tensor-parallel failure are separate parallelism problems." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window handling and missing pad_token_idx in StableLmConfig are unrelated config/model bugs." + "reason": "Qwen3-MoE sliding_window behavior and missing pad_token_idx in StableLmConfig are unrelated config bugs." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric handling and Qwen2-VL multi-GPU training are not the same issue; only very broad training-topic overlap." + "reason": "Early stopping metric lookup and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and transformers.pipelines import breaking on kernels version/revision are unrelated." } ] }, @@ -4697,10 +4686,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:28530", "issue:29159", @@ -4747,16 +4736,14 @@ "issue:45701", "issue:45704", "issue:45759", - "issue:46291", "issue:46665", "issue:46821" ], "soft_pairs": [ "issue:44671|issue:44743", - "issue:42915|issue:46291", "issue:36331|issue:41720", - "issue:44186|issue:44361", "issue:43526|issue:43881", + "issue:44186|issue:44361", "issue:43425|issue:46821", "issue:43716|issue:46821", "issue:43316|issue:44913", @@ -4783,214 +4770,214 @@ "issue:34634|issue:41720", "issue:43531|issue:44589" ], - "prepared_review_unit_hash": "412a610c9e85f784c4c362f5d3d012a3bdab0ac690eba33de5e132d111538cd6", + "prepared_review_unit_hash": "6f51e81ab92c984e8dc0cb2f97a97fe15b5c2416d017286f71d0a9008e634d77", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36601, - "estimated_input_tokens": 9151, - "estimated_eval_tokens": 18558 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35715, + "estimated_input_tokens": 8929, + "estimated_eval_tokens": 18114 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the soft pairs are mostly title-similarity matches across unrelated bugs, so none should be merged as duplicates.", + "summary": "This cluster is not a duplicate set: the issues span unrelated areas (tokenizers, multimodal models, training APIs, quantization/offload, docs, and serving). All soft edges should be rejected.", "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: these reports span many different subsystems and failure modes (trainers, tokenizers, multimodal processors, model loading, offloading, docs), so there is no safe duplicate representative.", + "canonical_issue_reason": "No single canonical issue stands out because the items are heterogeneous and do not share one underlying bug or code path.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue as a duplicate anchor: the set is too diverse to treat any single issue as representative of the others.", + "best_issue_reason": "No issue is a good global representative; picking any one would be arbitrary because the cluster is not about one defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Different models and bugs: CamemBERT masked-LM predictions vs Qwen3 recurrent cache state handling." - }, - { - "left": "issue:42915", - "right": "issue:46291", - "accept": false, - "reason": "One is a Qwen3MoE FP8 config failure; the other is a pipelines import/kernel version dependency error." + "reason": "Different model families and failures: CamemBERT masked-LM prediction bug vs Qwen3 modular recurrent-state reset logic." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer compute_loss signature change vs Qwen3 auto device mapping CUDA assert are unrelated." + "reason": "Training API signature mismatch in CustomTrainer vs Qwen3 device-mapping CUDA assert; unrelated code paths." }, { - "left": "issue:44186", - "right": "issue:44361", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "Both are tokenizer issues, but on different tokenizers and different failure modes; not the same bug." + "reason": "BeitImageProcessorFast label reduction bug vs glm-4v-9b loading failure; no shared underlying defect." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:44186", + "right": "issue:44361", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs glm-4v-9b load failure are unrelated." + "reason": "Both are tokenizer crashes, but on different tokenizers and causes (LayoutLMv2 NER/padding vs MLuke task AttributeError)." }, { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "Torch 2.10 incompatibility is a dependency-wide issue; TimesFM window_size AttributeError is model-specific." + "reason": "Torch 2.10 compatibility issue vs TimesFM window_size AttributeError; different layers and symptoms." }, { "left": "issue:43716", "right": "issue:46821", "accept": false, - "reason": "Mistral-3 image dtype mismatch and TimesFM window_size AttributeError are different code paths." + "reason": "Multimodal dtype mismatch vs TimesFM argument handling; no common code path." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API mismatch vs GPTNeoX rotary_pct reload regression are unrelated config issues." + "reason": "Gemma3TextConfig API discrepancy vs GPTNeoX rotary_pct reload regression; unrelated config bugs." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping/metric_for_best_model and void segmentation map processing are completely different areas." + "reason": "Early-stopping metric lookup failure vs image processor failing on void segmentation maps; different subsystems." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3MoE FP8 config failure and Llava Next segfault do not share the same underlying bug." + "reason": "Qwen3Moe FP8 config failure vs Llava Next segmentation fault; distinct model-loading problems." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS bus error with a CLIP model vs generation with inputs_embeds/past_key_values are unrelated." + "reason": "MacOS bus error with CLIP model vs generation with inputs_embeds/past_key_values; unrelated inference bugs." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Different Qwen model families and different errors: video input ValueError vs from_pretrained weight_only load error." + "reason": "Video-input processing error in Qwen3OmniMoe vs Qwen3VL weight_only load failure; different failure points." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image segmentation-map handling and BarkProcessor voice_preset loading are unrelated." + "reason": "Vision segmentation-map processing bug vs BarkProcessor voice_preset issue; different processors and domains." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + "reason": "torch.compile/SDPA failure in Bamba vs BigBirdTokenizer special-token registration; not the same bug." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization offloading behavior and T5 apex RMSNorm memory leak are different bugs." + "reason": "Quantization/offloading behavior vs T5 apex RMSNorm memory leak; separate defects." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "int4 quantization OOM under v5 and tokenization differences across versions are not the same issue." + "reason": "Int4 quantization memory growth vs tokenization changes across versions; different behavior and likely different fixes." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both involve loading/offloading, but Bark CPU-offload device mismatch and BitNet packed-weight unpacking are different root causes." + "reason": "Both CI-related, but one is CPU-offload device mismatch and the other is packed-weight unpacking in accelerate loading." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Slow/fast tokenizer inconsistency and T5Tokenizer add_special_tokens load conflict are different tokenizer bugs." + "reason": "Tokenizer inconsistency between slow and fast implementations vs T5Tokenizer load-time add_special_tokens method conflict." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategies and outdated docs mentioning removed pipeline tasks are unrelated." + "reason": "A typo in cache strategies vs stale docs mentioning removed pipeline tasks; different documentation problems." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer initialization and from_pretrained behavior inside Python classes are different problems." + "reason": "Non-persistent buffer initialization bug in v5 vs inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoModelForCausalLM.from_config text_config unwrapping are separate config/model-construction issues." + "reason": "Qwen3-MoE sliding_window bug vs AutoModelForCausalLM.from_config not unwrapping text_config for composite multimodal configs." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT local checkpoint loading are unrelated." + "reason": "Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local-checkpoint loading; unrelated model/runtime issues." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Local-path trailing-slash import warning and undefined video-branch variables in multimodal token counting are unrelated." + "reason": "Local-path trailing-slash import warning vs undefined variables in multimodal token counting video branch; different bugs." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch and BigBirdTokenizer mask-token registration do not share a code path." + "reason": "CPU-offload device mismatch vs BigBirdTokenizer mask-token registration; no shared underlying change." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Last-batch label truncation and SAM3 text/bounding-box behavior are different bugs." + "reason": "Metrics gathering truncation in the last batch vs SAM3 text/bounding-box behavior; different components." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failure are not the same underlying defect." + "reason": "Gemma4Processor missing _tokenizer in transformers serve vs Qwen3.5 streaming chat/completions failure; separate serving paths." + }, + { + "left": "issue:45701", + "right": "issue:45704", + "accept": false, + "reason": "Tokenization behavior changed across versions vs T5 memory leak in apex RMSNorm; unrelated regressions." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Both mention window sizing, but Qwen3-MoE sliding_window and TimesFM window_size AttributeError are unrelated." + "reason": "Qwen3-MoE sliding_window bug vs TimesFM window_size AttributeError; only superficial parameter-name similarity." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "TrainerState num_input_tokens_seen not updating vs progressive generation with inputs_embeds/past_key_values; different training vs generation code." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping CUDA assert are unrelated." + "reason": "BarkProcessor voice_preset bug vs Qwen3 auto device-mapping CUDA assert; unrelated model families." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and missing Float8 storage type are different issues." + "reason": "Qwen3-MoE sliding_window issue vs Float8 storage lookup error; different runtime failures and fixes." } ] }, @@ -5009,10 +4996,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:30064", "issue:36010", @@ -5031,7 +5018,6 @@ "issue:43994", "issue:44062", "issue:44077", - "issue:44186", "issue:44368", "issue:44451", "issue:44514", @@ -5054,33 +5040,35 @@ "issue:45759", "issue:45859", "issue:45923", + "issue:45987", "issue:46032", "issue:46050", "issue:46402", "issue:46463", "issue:46655", "issue:46665", - "issue:46693" + "issue:46693", + "issue:46829" ], "soft_pairs": [ - "issue:45759|issue:45859", "issue:44451|issue:44991", + "issue:45759|issue:45859", "issue:45357|issue:46402", "issue:44077|issue:44625", - "issue:44625|issue:45479", "issue:43644|issue:46665", - "issue:44898|issue:45072", + "issue:44625|issue:45479", "issue:44062|issue:44451", + "issue:44898|issue:45072", "issue:44987|issue:45042", "issue:43381|issue:43844", "issue:39692|issue:44610", "issue:44368|issue:45357", - "issue:41720|issue:45704", "issue:46655|issue:46693", + "issue:41720|issue:45704", "issue:43746|issue:46050", "issue:43421|issue:43927", - "issue:45704|issue:45923", "issue:43381|issue:45704", + "issue:45704|issue:45923", "issue:44918|issue:44936", "issue:42886|issue:44843", "issue:44514|issue:44545", @@ -5091,229 +5079,217 @@ "issue:43994|issue:44671", "issue:43421|issue:43653", "issue:30064|issue:36010", - "issue:43421|issue:44186", + "issue:45987|issue:46829", "issue:43782|issue:45381" ], - "prepared_review_unit_hash": "874913223d0d87c43e63607d50ade36e01b96dcdfceaef3c5c6b8806004977da", + "prepared_review_unit_hash": "9fbdb28675cf53ff22447cfb50b508d735b1f2086771fd0b767a62a78a6962f6", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36358, - "estimated_input_tokens": 9090, - "estimated_eval_tokens": 18436 + "serialized_chars": 36985, + "estimated_input_tokens": 9247, + "estimated_eval_tokens": 18750 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous: nearly all pairs are superficially similar but describe different bugs, models, or code paths. I only see two true duplicate/near-duplicate pairs: the Qwen2_5_VLProcessor batched padding=False crash, and the HF_HUB_OFFLINE tokenizer cache regression.", - "confidence": 0.9, - "canonical_issue_reason": "There is no single canonical issue for the whole set; the closest true duplicate pair is 44545/44514, and 44545 is the cleaner canonical anchor because it states the batched `apply_chat_template(..., padding=False)` crash clearly and matches 44514 almost exactly.", + "summary": "Only one soft pair looks like a true duplicate: the two Qwen2_5_VLProcessor batched-input crashes. The rest are similar only at a broad subsystem level (tokenizers, vision, loading, training, offline mode) and should stay separate.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 44514 is the older, clearer report of the same Qwen2_5_VLProcessor.apply_chat_template crash seen in 44545, so it is the best canonical issue anchor.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44545 is the best issue to keep as a representative duplicate target: it is specific, reproducible, and has an almost verbatim twin in 44514.", + "best_issue_reason": "44514 is the strongest representative issue in this cluster because it exactly matches its duplicate and states the shared failure mode cleanly.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Different bugs: config unwrapping for multimodal CausalLM vs CPU-offload incompatibility in rotary embedding." + "reason": "Both are tokenizer/model loading failures, but they involve different models and likely different regression paths." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "Both are tokenizer-load failures, but for different models and likely different root causes." + "reason": "Both are Qwen3.5-related, but one is a from_config/text_config unwrap bug and the other is a CPU-offload rotary embedding issue." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Both involve loading/saving weights, but they affect different model families and different missing-key symptoms." + "reason": "Both concern checkpoint loading, but they target different model families and different missing-weight symptoms." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Unrelated issues: optional `post_init` validation vs `num_labels` propagation." - }, - { - "left": "issue:44625", - "right": "issue:45479", - "accept": false, - "reason": "Different layers of the stack: config propagation vs classification loss behavior." + "reason": "These are unrelated config bugs: optional post_init handling versus num_labels propagation." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer initialization bug vs inconsistent `from_pretrained` behavior in Python classes." + "reason": "One is about non-persistent buffer initialization; the other is about inconsistent from_pretrained behavior inside Python classes." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "Different problem classes: image-size interpolation failure vs bf16 dtype mismatch." + "reason": "Both touch classification config, but one is propagation of num_labels and the other is zero-loss behavior for single-label classification." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "Token construction error vs a model-specific tokenizer load regression; not the same bug." + "reason": "An AddedToken constructor TypeError and a model-loading failure for a specific repo are not the same concrete bug." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different code paths: Perceiver resolution/interpolation behavior versus dtype mismatches in bfloat16 inference." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "A model load failure vs an unnecessary torchvision dependency in PIL image processors." + "reason": "One is a model loading regression, the other is an unnecessary torchvision dependency in PIL image processors." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Eval-mode checkpointing restriction and ZeRO-3 gradient inflation are different issues." + "reason": "These are both training-related, but eval-mode gradient checkpointing restrictions and ZeRO-3 gradient growth are distinct issues." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Docs/example errors are not the same as a processor/model resolution mismatch." + "reason": "Both involve vision processors, but one is a docs/model mismatch plus quantization failure and the other is a processor input-size mismatch." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about tied embeddings is unrelated to incorrect visual-encoder key saving." + "reason": "A tie_word_embeddings warning in fine-tuning is not the same as incorrect visual encoder keys being saved." }, { - "left": "issue:41720", - "right": "issue:45704", + "left": "issue:46655", + "right": "issue:46693", "accept": false, - "reason": "CUDA assert during auto device mapping is unrelated to the T5 RMSNorm memory leak." + "reason": "Video padding calculation and FA2 long-context performance regression are different bugs." }, { - "left": "issue:46655", - "right": "issue:46693", + "left": "issue:41720", + "right": "issue:45704", "accept": false, - "reason": "Video padding bug vs long-context FA2 performance regression; different failure modes." + "reason": "Qwen3 auto device mapping cuda asserts and T5 apex RMSNorm memory leaks are unrelated." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Local checkpoint loading with PEFT adapters is unrelated to sinq quantized save/load breakage." + "reason": "PEFT local checkpoint loading and sinq quantized save/load breakage are different persistence bugs." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime special-token post-processing vs save/load custom token IDs; related area but different bug." + "reason": "Runtime special-token post-processing and DiaConfig custom-token-ID loss after save/load are separate tokenizer/config paths." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing in eval mode and a T5 RMSNorm memory leak do not share the same underlying fix." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "A memory leak in T5 is unrelated to a missing supports_gradient_checkpointing flag on Nemotron-3-Nano-Omni." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Different trainer failures: embedding unpacking in SFT vs evaluate-after-train behavior." + "reason": "Both mention trainer behavior, but unpacking embeddings in SFT and failing evaluate() after train() are different failures." }, { "left": "issue:42886", "right": "issue:44843", - "accept": true, - "reason": "Same underlying offline-mode tokenizer regression: both describe HF_HUB_OFFLINE breakage during tokenizer loading, and 44843 gives the likely root cause (`model_info()` in `_patch_mistral_regex`)." + "accept": false, + "reason": "Both relate to offline mode, but one is cache loading failure and the other is an unconditional model_info() call in a Mistral regex patch." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Exact duplicate: same `Qwen2_5_VLProcessor.apply_chat_template` batched-input crash when `padding=False`." + "reason": "These are the same crash report: Qwen2_5_VLProcessor.apply_chat_template fails on batched input when padding=False." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Incorrect results with `use_cache` at seq_len>1 is unrelated to a T5 decoder-input validation error message." + "reason": "Mamba2Mixer use_cache correctness and an incorrect decoder-input validation error message are not the same bug." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 docs/example bugs are unrelated to quantization offloading behavior." + "reason": "Different problems: a SigLIP2 docs/example issue versus quantization offloading not behaving as expected." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Different subsystems and symptoms: checkpoint loading vs offloading with quantization." + "reason": "Local checkpoint loading for PEFT adapters is unrelated to quantization offloading behavior." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and different failure modes; same general area only." + "reason": "They both affect model outputs, but the affected models and failure modes are different." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both mention special tokens, but one is runtime post-processor updates and the other is BigBirdTokenizer registration/decode output." + "reason": "Special-token post-processor updates and BigBirdTokenizer mask-token registration are distinct tokenizer bugs." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Completely unrelated: image processor segmentation maps vs a `GenerationMixin` import error." + "reason": "An image processor segmentation-map bug and a GenerationMixin import error are unrelated." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:45987", + "right": "issue:46829", "accept": false, - "reason": "Tokenizer post-processor update bug vs LayoutLMv2 NER/padding crash; different code paths." + "reason": "A return-type contract issue for StaticCache is unrelated to VideoPrism mislabelling hidden_states." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different Qwen VL bugs: `weight_only=True` load error vs wrong `vision_position_ids` for video input." - }, - { - "left": "issue:45759", - "right": "issue:45923", - "accept": false, - "reason": "Multimodal config unwrapping bug vs missing `supports_gradient_checkpointing` flag." - }, - { - "left": "issue:46032", - "right": "issue:46463", - "accept": false, - "reason": "Same as above: not the same issue." - }, - { - "left": "issue:44918", - "right": "issue:45042", - "accept": false, - "reason": "Training-time embedding issue vs image-processor dependency regression." - }, - { - "left": "issue:42886", - "right": "issue:44843", - "accept": true, - "reason": "Same offline tokenizer-cache failure; 44843 points to the likely unconditional network call causing it." + "reason": "Different Qwen multimodal bugs: a weight_only load error versus incorrect video vision_position_ids." } ] }, "evaluator_result": { "accept": true, - "feedback": "The grouping is grounded in the packet: the two accepted pairs are strongly title-aligned and the rest of the negatives stay conservative by pointing to different models, failure modes, or stack layers. The summary does not overclaim broader duplication beyond those two pairs." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:44514 vs issue:44545, is well-supported by matching titles and the same batched-input/padding=False crash. The rejected pairs are framed cautiously at the issue-title level without overstating duplicate evidence." }, "evaluator_used": true, "retried": false, @@ -5329,10 +5305,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:30064", "issue:36331", @@ -5340,6 +5316,7 @@ "issue:41720", "issue:43295", "issue:43335", + "issue:43421", "issue:43531", "issue:43540", "issue:43550", @@ -5383,13 +5360,14 @@ "issue:46693" ], "soft_pairs": [ + "issue:43421|issue:44186", "issue:45081|issue:45356", "issue:45356|issue:45907", "issue:43720|issue:43819", "issue:43653|issue:43720", "issue:43596|issue:44220", - "issue:43550|issue:45072", "issue:43295|issue:45834", + "issue:43550|issue:45072", "issue:43550|issue:43927", "issue:43540|issue:46294", "issue:44062|issue:44488", @@ -5401,9 +5379,9 @@ "issue:43653|issue:43819", "issue:44186|issue:44898", "issue:30064|issue:36331", - "issue:43335|issue:43756", - "issue:43643|issue:44877", "issue:41720|issue:44991", + "issue:43643|issue:44877", + "issue:43335|issue:43756", "issue:43550|issue:43819", "issue:43540|issue:44008", "issue:44821|issue:45084", @@ -5414,214 +5392,220 @@ "issue:44485|issue:44509", "issue:43644|issue:43749" ], - "prepared_review_unit_hash": "4105d2166ec6963006faa485ee02839a820757edd7216fca72940b115f725df3", + "prepared_review_unit_hash": "7262b76498b9f437622e28382fa9343edc214bbd8dedd79e7d64677a0a587e7f", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36256, - "estimated_input_tokens": 9064, - "estimated_eval_tokens": 18384 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37162, + "estimated_input_tokens": 9291, + "estimated_eval_tokens": 18838 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft edges look like true duplicates or the same fix; the pairs mostly share broad subsystems or wording but point to different concrete failures. This cluster is heterogeneous, with the only mild chain being tokenizer-regex-related issues that still have distinct root causes.", - "confidence": 0.88, - "canonical_issue_reason": "If an anchor is needed, issue 45356 is the best representative because it is the most specific and central report in the only multi-edge tokenizer-regex chain, but it still does not represent the rest of the unrelated issues well.", + "summary": "This cluster is a loose collection of distinct Transformers issues, mostly around v5-era loading, tokenizers, and multimodal/model-specific regressions. The high textual similarity appears to be theme-level, not duplicate-level; none of the candidate soft edges look like the same underlying bug.", + "confidence": 0.46, + "canonical_issue_reason": "issue:43611 is the most representative anchor because it is a broad v5 loading regression and sits near the center of the cluster\u2019s recurring model/config/tokenizer-loading complaints.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45356 is the strongest standalone issue in this set: it has a concrete regression description, clear version bounds, and sits at the center of the soft-similarity chain, even though the chain is not a true duplicate set.", + "best_issue_reason": "issue:43611 is the best single issue to represent the cluster since it is version-wide and general, whereas the others are narrower, model-specific failures.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Runtime special-token/post-processor update bug vs LayoutLMv2 NER/padding crash; different tokenizer paths and models." + }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but one is an _patch_mistral_regex AttributeError on a missing backend_tokenizer attribute and the other is a Kimi-K2.5 codec/fix_mistral_regex regression; different code paths and fixes." + "reason": "Same tokenizer area, but one is a Mistral regex backend crash and the other is a Kimi codec/regression warning issue." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression vs hub API forwarding bug in list_repo_files(revision); unrelated failure modes and different subsystems." + "reason": "Tokenizer regression vs repo-file revision forwarding CI break; unrelated subsystems." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Packed-weight loading/unpacking in BitNet vs DAC.from_latents missing STE mismatch; different models and different bugs." + "reason": "BitNet packed-weight loading issue vs DAC latent reconstruction mismatch; different models and code paths." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration bug vs accelerate loading of packed BitNet weights; not the same underlying issue." + "reason": "Tokenizer special-token registration bug vs BitNet accelerate-loading bug; not the same failure." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "DeepSpeed ZeRO-3/BertModel init index error is unrelated to _torch_extract_fbank_features audio preprocessing." + "reason": "BertModel/DeepSpeed Zero3 index error vs audio fbank feature extraction issue; unrelated." }, { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "Bamba torch.compile + SDPA failure is a model-specific compilation bug, while the other is a dtype mismatch in SwitchTransformers/TimmWrapperModel inference." + "reason": "Processor/tokenizer regression in v4.57.5 vs Kosmos2.5 long-OCR input index error; both multimodal but distinct." }, { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "Processor/tokenizer regression after v4.57.5 is unrelated to Kosmos2.5 long OCR input index errors." + "reason": "Bamba torch.compile SDPA failure vs SwitchTransformers/TimmWrapper dtype mismatch; different models and symptoms." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Different bugs: torch.compile/SDPA in Bamba vs DiaConfig losing custom token IDs on save/load." + "reason": "Bamba compile/SDPA bug vs DiaConfig token-ID persistence bug; unrelated." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError and Qwen3.5-9B chat-template video token mismatch are related only at a model family level, not the same bug." + "reason": "Different Qwen video bugs with different models and failure points: video processing ValueError vs chat-template token mismatch." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken special-kwarg duplication is a tokenizer construction error; loading cjvt/sleng-bert is a model/tokenizer compatibility failure." + "reason": "AddedToken duplicate-arg TypeError vs tokenizer load failure for a specific model; different tokenizer code paths." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Qwen2.5-VL video position IDs issue is unrelated to the FA2 long-context performance regression after 5.2.0." + "reason": "Video vision_position_ids bug vs FA2 long-context performance regression; not the same bug." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Missing CLIPOutput attentions assignment is not the same as RTDetrV2 output divergence with identical inputs." + "reason": "CLIPOutput attentions assignment regression vs RTDetrV2 output difference; different model behaviors." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction bug and add-new-model-like failing inside TOKENIZER_MAPPING_NAMES are separate code paths." + "reason": "Audio feature extraction bug vs add-new-model-like TOKENIZER_MAPPING_NAMES issue; unrelated." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoConfig trust_remote_code field loss are unrelated." + "reason": "Qwen3-MoE sliding_window bug vs trust_remote_code AutoConfig missing fields; different code paths." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "base_model_prefix loading regression and from_pretrained-in-class inconsistency are different model-loading problems." + "reason": "Both are loading-related, but one is a broad v5 model-loading regression and the other is inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Special-token registration in BigBirdTokenizer and DAC latent reconstruction mismatch are unrelated." + "reason": "BigBirdTokenizer special-token registration vs DAC latent/STE mismatch; no shared underlying bug." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to Perceiver image classification failures at non-default resolution." + "reason": "LayoutLMv2 tokenizer crash vs Perceiver image-classification resolution bug; different models and inputs." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image processor void segmentation-map handling and CustomTrainer compute_loss signature breakage are entirely different issues." + "reason": "Image processor void segmentation map failure vs CustomTrainer compute_loss signature change; unrelated." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE layer dropping are unrelated model-configuration errors." + "reason": "Qwen3 device-map cuda assert vs tokenizer load failure for est-roberta; different subsystems." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "AutoConfig missing fields with trust_remote_code and strict config blocking granite_speech are separate config-loading problems." + "reason": "Both concern config loading, but the specific bugs differ: missing fields with trust_remote_code vs strict granite_speech config rejection." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and est-roberta tokenizer loading failure are unrelated." + "reason": "SwitchTransformers sparse-layer construction bug vs Smollm3 RoPE-layer count bug; unrelated." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Bamba torch.compile/SDPA failure vs DAC.from_latents missing STE mismatch: different models, different failure modes." + "reason": "Bamba SDPA/torch.compile failure vs DAC from_latents mismatch; no common code path." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Video input processing error in Qwen3OmniMoe is unrelated to the Gemma3n variable-name collision in forward()." + "reason": "Both are multimodal, but one is Qwen video processing and the other is Gemma3n variable collision in forward()." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and TypeError compiling non-template nodes are different features with no shared code path." + "reason": "AutoImageProcessor URL loading issue vs template-node compilation TypeError; unrelated." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both touch _patch_mistral_regex, but one fails offline because model_info() is called unconditionally, while the other crashes because backend_tokenizer is missing under fix_mistral_regex=True; distinct bugs." + "reason": "Both touch Mistral regex patching, but one is offline-mode network access and the other is a backend_tokenizer AttributeError." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 docs-example mistakes and Kosmos2.5 OCR long-input index error are unrelated." + "reason": "SigLIP2 documentation example errors vs Kosmos2.5 OCR long-input crash; unrelated." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2Tokenizer padding/NER crash and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are unrelated tokenizer issues." + "reason": "LayoutLMv2 tokenizer crash vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer; different models and failure modes." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Pegasus v4/v5 output differences and CamemBERT masked-LM prediction regressions affect different models and code paths." + "reason": "Pegasus v4/v5 output mismatch vs CamemBERT masked-LM regression; distinct model-specific bugs." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is not the same as docs still referencing removed pipeline tasks." + "reason": "GLM-5 RoPE implementation discussion vs docs mentioning removed pipeline tasks; different topics." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer junk filling in Transformers v5 and broken FSDP_CPU_RAM_EFFICIENT_LOADING are both loading-related only at a very broad level; not the same bug." + "reason": "Non-persistent buffer initialization bug vs FSDP CPU RAM efficient loading breakage; related to loading but not the same issue." } ] }, @@ -5640,10 +5624,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:28218", "issue:29159", @@ -5671,6 +5655,7 @@ "issue:44479", "issue:44561", "issue:44610", + "issue:44671", "issue:44805", "issue:44811", "issue:44936", @@ -5683,10 +5668,10 @@ "issue:45479", "issue:45584", "issue:45685", + "issue:45701", "issue:45834", "issue:45987", "issue:46032", - "issue:46192", "issue:46291", "issue:46294", "issue:46463", @@ -5694,224 +5679,224 @@ "issue:46665" ], "soft_pairs": [ - "issue:45183|issue:45479", "issue:34634|issue:36010", "issue:43322|issue:45685", + "issue:45183|issue:45479", "issue:43606|issue:45072", "issue:45584|issue:45834", "issue:43716|issue:44008", "issue:44479|issue:45834", - "issue:43950|issue:45987", "issue:43388|issue:46032", + "issue:43950|issue:45987", "issue:44991|issue:46291", "issue:43582|issue:46512", "issue:43577|issue:43818", "issue:43825|issue:43994", "issue:43782|issue:44977", "issue:46294|issue:46463", - "issue:43421|issue:44811", "issue:44561|issue:45020", + "issue:43421|issue:44811", "issue:44805|issue:44936", - "issue:44610|issue:45072", "issue:43540|issue:45381", + "issue:44610|issue:45072", "issue:43720|issue:45072", "issue:43825|issue:43827", "issue:28218|issue:29159", "issue:43749|issue:44291", "issue:43645|issue:46665", "issue:43577|issue:43582", - "issue:45987|issue:46192" + "issue:44671|issue:45701" ], - "prepared_review_unit_hash": "e5ca2c7e57cbe4a01cd14ba4c212745c94208fa0dc933be7474fbce593a1c984", + "prepared_review_unit_hash": "5569fd4788316576ed6c86a48be42e08bf1db039f8de547634b3ed33f81e9dd3", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35674, - "estimated_input_tokens": 8919, - "estimated_eval_tokens": 18094 + "serialized_chars": 36205, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same underlying bug/change with enough confidence for duplicate merging. Most pairs share a subsystem or symptom theme, but the titles point to distinct regressions, feature gaps, or error-message issues rather than one concrete fixable problem. Best single issue candidate is issue:45183 because it is a clear, concrete cross-model validation bug with a broad but specific failure mode.", - "confidence": 0.78, - "canonical_issue_reason": null, + "summary": "This cluster is mostly heterogeneous: the soft links span unrelated tokenizer, multimodal, loading, dtype/device, and training/eval bugs. I do not see any pair that is clearly the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45020 is the broadest umbrella for recent-version breakages, but it is still only a loose fit and does not \u05d1\u05d0\u05de\u05ea unify the unrelated bugs in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45183 is the strongest standalone issue candidate: it describes a concrete validation bug, has a clear failure mode, and is scoped broadly enough to represent a real recurring problem.", + "best_issue_reason": "issue:45020 is the least-bad triage bucket for the v5/remote_code regression subset, but it is too generic to serve as a true canonical for the whole group.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45183", - "right": "issue:45479", - "accept": false, - "reason": "Both are model-input validation problems, but one is about XOR validation/error messaging and the other is about degenerate loss for num_labels=1; different bugs and fixes." - }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset failure and GenerationMixin import failure are unrelated issues in different code paths." + "reason": "Different bugs: Bark voice_preset handling vs a GenerationMixin import failure." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Segfault when loading Llava Next models and an MPS histogram TypeError are clearly different failures." + "reason": "Unrelated failures in different code paths: Llava Next loading segfault vs MPS histogram on Int." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "One is input validation/error messaging; the other is a loss-function regression for single-label classification." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch for bark-small and bfloat16 dtype mismatch in different wrappers are not the same bug." + "reason": "Both are device/dtype-adjacent, but on different models and different failure modes; not the same bug." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription failure after token alignment and Kosmos2.5 long-OCR index error are distinct model-specific regressions." + "reason": "Whisper empty-transcription/alignment issue is unrelated to Kosmos2.5 long-ocr index errors." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "These involve different multimodal models and different root causes: dtype mismatch vs variable-name collision." + "reason": "Different multimodal model bugs: dtype mismatch in Mistral-3 preprocessing vs Gemma 3n attribute collision." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Qwen video regression and Kosmos2.5 OCR index error do not describe the same underlying bug." + "reason": "Qwen video regression and Kosmos2.5 OCR index error are separate model-specific issues." }, { - "left": "issue:43950", - "right": "issue:45987", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "Non-persistent buffer corruption during from_pretrained and StaticCache sequence-length return-type mismatch are unrelated." + "reason": "Training/eval metric gathering bug is unrelated to Mamba2 caching correctness." }, { - "left": "issue:43388", - "right": "issue:46032", + "left": "issue:43950", + "right": "issue:45987", "accept": false, - "reason": "Label truncation in gather_for_metrics and Mamba2Mixer use_cache correctness are different code paths and symptoms." + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to StaticCache sequence-length return type." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading failure for a specific checkpoint and pipeline import failure due to kernels dependency requirements are separate issues." + "reason": "Tokenizer loading failure and pipelines/kernel dependency import failure are different problems." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon warmup TypeError and stale config.dtype after from_config are different API regressions." + "reason": "Apple Silicon TypeError in warmup is not the same as stale config.dtype after from_config." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Blip2 dtype loading bug and Video-LLaVA missing temporal attention / weight sharing are different problems." + "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are unrelated." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is a misleading pipeline error message about translation support; the other is incorrect outputs from a specific model/pipeline combination." + "reason": "Error-message wording for removed translation pipelines is not the same as SigLIP2 bad outputs." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "weight_only loading error for Qwen3VL and flash-attention generation failure for Qwen3.5 are separate regressions." + "reason": "Qwen3VL weight_only loading and Qwen3.5 flash-attention generation are different code paths." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Qwen3.5 video feature/token mismatch and T5 decoder-input validation messaging are unrelated." - }, - { - "left": "issue:43421", - "right": "issue:44811", - "accept": false, - "reason": "Runtime special-token post-processor updates and Whisper batch_decode skip_special_tokens handling are different tokenizer behaviors." + "reason": "Qwen video chat-template mismatch is unrelated to T5 decoder-input validation messaging." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both mention remote_code breakage, but one is a specific helper removal and the other is a broad regression report; not the same concrete fix." + "reason": "Both mention v5/remote_code breakage, but one is a specific removed utility and the other is a broad umbrella report." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Mask/tensor shape mismatch and trainer.evaluate failing after trainer.train are not the same underlying bug." + "reason": "TokenizersBackend runtime post-processor updates and Whisper batch_decode skip_special_tokens are different tokenizer behaviors." }, { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Processor output size mismatch and dtype mismatch in inference are distinct issues." + "reason": "Mask/index shape mismatch and trainer.evaluate after training are not the same underlying bug." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both involve video inputs, but they affect different models and likely different preprocessing/position-id code paths." + "reason": "Qwen3Omni video-input ValueError and qwen2.5-vl vision_position_ids regression are separate video-input failures." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch and bfloat16 dtype mismatch are distinct multimodal inference bugs." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weights unpacking during accelerate loading and bfloat16 dtype mismatch are unrelated." + "reason": "Packed-weights unpacking during accelerate loading is unrelated to bfloat16 dtype mismatches." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "A bad runtime error message and outdated docs referencing pipeline() are related thematically but not the same bug/change." + "reason": "Pipeline error-message regression and docs still referencing pipeline are related only broadly, not the same issue." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Tokenizer extra-space insertion after added token and slow-vs-fast tokenizer inconsistency may overlap, but the titles do not establish the same concrete bug." + "reason": "Both are tokenizer-related, but one is added-token spacing and the other is a broader slow-vs-fast inconsistency report." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP CPU RAM efficient loading failure and init_empty_weights unexpected argument TypeError are different loading-path regressions." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights _is_hf_initialized argument errors are different loading regressions." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Jupyter custom-model initialization breakage in v5 and from_pretrained inside Python classes behaving inconsistently are separate issues." + "reason": "Custom-model initialization in notebooks and from_pretrained inside Python classes are not the same bug." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "These are both dtype/loading-related but concern different subsystems and failure modes." + "reason": "Blip2 dtype propagation and Apple Silicon caching allocator TypeError are unrelated." }, { - "left": "issue:45987", - "right": "issue:46192", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "StaticCache return type contract and return_tensors being ignored when text_kwargs is passed are unrelated API bugs." + "reason": "CamemBERT masked-LM prediction regression is not the same as a general tokenization-change report." } ] }, @@ -5930,10 +5915,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:34634", "issue:36010", @@ -5960,7 +5945,6 @@ "issue:44368", "issue:44554", "issue:44589", - "issue:44671", "issue:44857", "issue:44912", "issue:44936", @@ -5975,7 +5959,8 @@ "issue:45406", "issue:45538", "issue:45600", - "issue:45701", + "issue:45987", + "issue:46192", "issue:46209", "issue:46285", "issue:46291", @@ -5984,7 +5969,7 @@ "issue:46728" ], "soft_pairs": [ - "issue:44671|issue:45701", + "issue:45987|issue:46192", "issue:42175|issue:45081", "issue:34634|issue:36331", "issue:45003|issue:46285", @@ -6013,202 +5998,202 @@ "issue:43638|issue:44936", "issue:42175|issue:46291" ], - "prepared_review_unit_hash": "b7d519aa76e48f339f431c5a35361ee3b7554e4d822b1a9f5721cb02c08d045a", + "prepared_review_unit_hash": "83fb6e5518ca17451c691ee8f1b6f57a0f6182bec13773cc8ef88af3c97700fb", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35867, - "estimated_input_tokens": 8967, - "estimated_eval_tokens": 18190 + "serialized_chars": 35924, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; it\u2019s a loose grab bag of unrelated Transformers bugs. The soft links are mostly broad subsystem similarity (tokenizers, processors, Qwen, trainers) rather than the same concrete failure mode.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits the cluster: the items span unrelated code paths (loading, tokenization, audio/image processors, training, quantization, backend packaging).", - "canonical_pr_reason": "No PRs are present in the cluster.", - "best_issue_reason": "No strong global best issue. If forced, issue 45020 is the broadest regression report, but it is still not representative of the other issues here.", - "best_pr_reason": "No PRs are present in the cluster.", + "summary": "This cluster is highly heterogeneous: most items are unrelated Transformers regressions across different models, processors, trainers, and backends. None of the soft-edge pairs look like true duplicates under a strict same-bug/same-change standard.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45020 is the broadest umbrella regression report in the set ('recent transformers versions break models using remote_code'), but the overall cluster is too mixed for a strong canonical duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most representative of the cluster\u2019s general theme of version regressions breaking model loading, though it is still not a duplicate of the other issues.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:45987", + "right": "issue:46192", "accept": false, - "reason": "Different bugs: CamemBERT masked-LM prediction regression vs a broad tokenization change report. Same general area, not the same failure." + "reason": "Different code paths: cache sequence-length typing vs. text_kwargs/return_tensors handling." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Unrelated: packaging/backend dependency omission vs a Mistral tokenizer regex crash." + "reason": "Unrelated failures: installation/backend packaging vs. tokenizer regex patching." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Different subsystems and symptoms: Bark voice preset handling vs CustomTrainer loss signature mismatch." + "reason": "Different subsystems and symptoms: Bark voice presets vs. trainer loss signature changes." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Different code paths: unsafe sys.modules access in modeling_utils vs CLIP text-model structure inconsistency." + "reason": "Both are modeling-layer issues, but one is sys.modules access and the other is CLIP class structure; not the same bug." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both are vision-preprocessing bugs, but they affect different models and logic (padding vs patch counting); not the same underlying defect." + "reason": "Both concern image patch sizing, but they affect different processors with different counting logic." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration bug vs a quantization/load fallback issue; no shared concrete path." + "reason": "Tokenizer special-token registration is unrelated to MXFP4 quantization fallback during model loading." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio-related, but one is chat-template sampling-rate defaults and the other is DAC latent reconstruction mismatch." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC latent reconstruction/STE behavior." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Different failure modes: Apple Silicon allocator warmup TypeError vs CUDA AMP crash in a detection loss." + "reason": "Different platforms and failures: Apple Silicon allocator warmup TypeError vs CUDA AMP image loss crash." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen VL models, but one is a from_pretrained weight-only load error and the other is a rope-index/position-id scaling bug." + "reason": "Distinct Qwen VL bugs: weight_only loading error vs rope index scaling for still-image positions." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Different processor/tokenizer crashes: Mistral regex patching vs Gemma4Processor missing _tokenizer in serve." + "reason": "Both are processor/tokenizer crashes, but on different models and different missing attributes/code paths." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "No overlap in root cause: Float8 storage lookup error vs PIL backend unnecessarily requiring torchvision." + "reason": "Float8 storage lookup failure is unrelated to torchvision requirement in PIL image processors." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "The former is a specific model load key error; the latter is a broad remote_code regression. Too generic to be the same bug." + "reason": "A generic key error loading one model is not enough to match the broader remote_code regression." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both touch mistral_common, but they fail in different processor/tokenizer behaviors and different code paths." + "reason": "Both involve mistral_common, but one is an import failure for Gemma 4 loading and the other is continue_final_message behavior." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Different areas entirely: torch.compile/SDPA behavior for Bamba vs MXFP4 quantization fallback for git-oss-20b." + "reason": "torch.compile+SDPA failure is a different bug from MXFP4 quantization fallback." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "No shared underlying defect: template-compilation TypeError vs CLIPTokenizer model_max_length bug." + "reason": "Template compilation error and CLIP tokenizer max-length bug are unrelated." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Different issues in vision models: BEiT reduce_labels output shape vs RTDetrV2 output differences in v5." + "reason": "Different model families and different defects: label reduction vs divergent outputs in RTDetrV2." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Video multimodal token counting bug vs stale auto_mappings references; unrelated root causes." + "reason": "Video multimodal token counting bug is unrelated to removed auto-mapping config references." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen tied-weights warnings, but they concern different models and different warning/config behavior; not clearly one fix." + "reason": "Related theme around Qwen tied-weights warnings, but the concrete symptoms differ enough that they do not look like one fixable bug." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Unrelated: BEiT image-label processing bug vs MPS attention correctness issue." + "reason": "Beit label reduction and MPS attention correctness are different code paths." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both are loading-related, but one is gguf_file breaking from_pretrained APIs and the other is a tokenizer load failure for a specific model." + "reason": "Tokenizer/model loading breakages, but for different models and different root causes." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Different model families and bugs: Qwen3 MoE weight conversion under accelerate/deepspeed vs undefined video-branch helpers in multimodal token counting." + "reason": "Qwen3 MoE weight conversion and multimodal video token counting are unrelated." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "No evidence they are the same bug; one is a reproduction of an older issue, the other is an FP8 inference problem on B200." + "reason": "An isolated reproduction of an old issue is not the same as an FP8 inference failure on B200." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Different failure classes: missing GenerationMixin import vs Trainer compute_loss signature change." + "reason": "GenerationMixin import error and CustomTrainer compute_loss signature mismatch are unrelated." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Different object/model families and failure modes: DAC latent mismatch vs DiaConfig save/load token-ID loss." + "reason": "DAC latent reconstruction mismatch is unrelated to DiaConfig custom token-ID persistence." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Both are import/runtime regressions, but one is a missing transformers import and the other is custom-model initialization in Jupyter notebooks." + "reason": "Different breakages: GenerationMixin import path vs notebook custom-model initialization in v5." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Different product areas: Qwen3-MoE sliding window behavior vs PIL image processors\u2019 torchvision dependency." + "reason": "Qwen3-MoE sliding_window behavior and PIL torchvision dependency regression are unrelated." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Trainer-related only at a high level; one is a ZeRO-3 init/index error, the other is evaluate() breaking after train()." + "reason": "One is a zero3/non-pretrained Bert index error; the other is evaluate() failing after train()." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Different dependency problems: pip extra omitting tensorflow vs kernels v0.15 requiring version/revision metadata." + "reason": "Package installation backend selection is unrelated to kernels v0.15 version/revision requirements." } ] }, @@ -6227,10 +6212,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:28282", "issue:29159", @@ -6287,8 +6272,8 @@ "issue:39692|issue:44912", "issue:38175|issue:44610", "issue:43746|issue:44811", - "issue:44387|issue:44617", "issue:43643|issue:45759", + "issue:44387|issue:44617", "issue:43854|issue:44977", "issue:43257|issue:43696", "issue:43262|issue:44811", @@ -6296,13 +6281,13 @@ "issue:46421|issue:46424", "issue:42915|issue:43742", "issue:43329|issue:44479", - "issue:43329|issue:43450", "issue:45459|issue:45803", + "issue:43329|issue:43450", "issue:43749|issue:44756", "issue:44291|issue:45042", - "issue:43606|issue:45859", - "issue:42915|issue:44821", "issue:43650|issue:43906", + "issue:42915|issue:44821", + "issue:43606|issue:45859", "issue:34567|issue:40990", "issue:43540|issue:46701", "issue:43927|issue:44912", @@ -6311,212 +6296,209 @@ "issue:28282|issue:29870", "issue:43454|issue:43577" ], - "prepared_review_unit_hash": "b84e2c95155ed4de1a2d8662642a006f1efeb3d40f83e9fa537f0df1d9ee96a2", + "prepared_review_unit_hash": "6d36a03a42de0e865803f871e0246af8513005f99e57b64863e0e875f315b446", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36258, - "estimated_input_tokens": 9065, - "estimated_eval_tokens": 18386 + "serialized_chars": 36246, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformers bug reports with one likely duplicate pair around video multimodal token handling. Most pairs are unrelated despite superficial subsystem overlap; only the video-regression pair looks like the same underlying issue.", + "summary": "No soft pair looks like the same underlying bug/change. Most are same broad area at best (loading, video, cache, tokenizer) but have different concrete failure modes, models, or code paths, so they should stay separate.", "confidence": 0.9, - "canonical_issue_reason": "issue:44479 is the best canonical issue because it is the broader, user-facing report of the same video-input regression code path implicated by issue:43329.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest representative issue: it spans multiple Qwen VL/MOE variants and describes the concrete end-user regression more broadly than the lower-level helper bug report.", + "best_issue_reason": "issue:43749 is the strongest standalone candidate: it describes a broad, high-impact loading regression, has the most discussion/inbound references, and is better specified than the other unrelated issues in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Different models and different failure modes: BitNet loading/packing vs OmDet-Turbo image-size mismatch." + "reason": "Packed-weight loading under accelerate vs OmDet processor image-size mismatch are unrelated bugs." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "One is a path/import warning; the other is Qwen3 MOE weight conversion under accelerate+deepspeed." + "reason": "Local-path import warning is a path handling issue; Qwen3 MOE weight conversion under accelerate/deepspeed is a model-loading bug." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Docs/example errors for SigLIP2 are unrelated to gpt-oss MXFP4 quantization fallback." + "reason": "Doc-example errors for SigLIP2 do not match a GPT-OSS quantization fallback/loading regression." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Both touch vision models, but one is zero probabilities and the other is processor input resolution mismatch." + "reason": "Zero probabilities in SigLIP2 is a model-output issue; OmDet-Turbo input resolution mismatch is a preprocessing bug." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Local PEFT checkpoint loading and Whisper batch_decode token skipping are separate code paths." + "reason": "PEFT local checkpoint loading and Whisper batch_decode special-token handling are different code paths and failures." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "Both mention OOM, but the causes and models differ: int4 reserved memory regression vs Sam3Video memory usage." + "reason": "Missing fields from trust_remote_code AutoConfig is not the same as AutoModelForCausalLM.from_config failing to unwrap text_config." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Both are loading/config issues, but they are different APIs and different bugs." + "reason": "Int4 quantization memory regression is unrelated to Sam3Video OOM despite both mentioning memory." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different models and symptoms: GLM-4.7-Flash load failure vs Qwen3.5 flash-attention generation issue." + "reason": "GLM-4.7 loading-test failure and Qwen3.5 flash-attention generation bug are different model-specific issues." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MOE weight conversion is unrelated to GPT-oss CUDA OOM." + "reason": "Missing weight conversion with accelerate/deepspeed is unrelated to GPT-oss-20b CUDA OOM." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate default is unrelated to Whisper decoding flags." + "reason": "Audio chat-template sample-rate defaulting and Whisper batch_decode token skipping are separate processor behaviors." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen3-related loads, but one is weight conversion and the other is tensor shape mismatch." + "reason": "MOE weight conversion/loading under accelerate is not the same as Qwen3-VL weight-shape mismatch." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both involve cache, but they describe different cache behaviors and fixes." + "reason": "Both are cache-related, but one is lazy-init/recompilation and the other is max_cache_length honoring; different defects." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "FineGrainedFP8 Qwen3Moe failure and MobileLLM key error are unrelated." + "reason": "Qwen3Moe FP8 config failure and MobileLLM key error are distinct load-time errors." }, { "left": "issue:43329", "right": "issue:44479", - "accept": true, - "reason": "Both point to the same video-input / multimodal token counting regression in the video code path; the broad regression report and the undefined-helper bug plausibly share one fix." - }, - { - "left": "issue:43329", - "right": "issue:43450", "accept": false, - "reason": "Undefined video token helpers are not the same as batched video processor shape errors." + "reason": "Undefined helper variables in multimodal token counting is not the same bug as a broader v5.3.0 video regression." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both mention bad exception handling, but they are different functions and different failure modes." + "reason": "Tokenizer error masking via protobuf handling and Fuyu's bare except are different exception-swallowing bugs." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined variables in the video token-count branch and batched video shape errors occur in different parts of the pipeline." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "FSDP CPU-RAM-efficient loading and Strix Halo mmap OOM are separate memory-loading issues." + "reason": "FSDP CPU RAM efficient loading breakage and Strix Halo mmap OOM are different memory-related loading problems." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights argument handling is unrelated to PIL backend torchvision requirements." + "reason": "init_empty_weights/_is_hf_initialized type error and PIL backend torchvision requirement are unrelated issues." }, { - "left": "issue:43606", - "right": "issue:45859", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Both involve CPU offload, but they are different models and likely different code paths." + "reason": "The first item is too vague to match the isolated reproduction of issue 38071; no concrete shared bug is evident." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL loading are unrelated." + "reason": "Qwen3Moe FP8 loading failure and AutoImageProcessor-from-URL failure are unrelated." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:43606", + "right": "issue:45859", "accept": false, - "reason": "A placeholder issue and an isolated reproduction of another bug are not duplicates." + "reason": "Both mention CPU offload, but Bark device mismatch and Qwen3_5Moe rotary embedding are different model/code-path failures." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token accounting and GPT-oss perplexity are unrelated." + "reason": "Trainer token accounting and GPT-oss perplexity are unrelated issues." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Different multimodal pipelines and different failures; no shared concrete bug." + "reason": "Qwen3OmniMoe video-input ValueError and DiffusionGemma image-text-to-text pipeline failure are different models and pipelines." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Config save/load token-ID loss is unrelated to MXFP4 quantization fallback." + "reason": "DiaConfig save/load token-ID loss and GPT-OSS MXFP4 fallback are unrelated." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState token counting." + "reason": "Tokenizer slow/fast inconsistency does not match TrainerState num_input_tokens_seen not updating." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Missing pad_token_id and kernels import-version constraints are unrelated." + "reason": "Llama4Config missing pad_token_id and pipelines import failing on kernels v0.15 are unrelated." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "PyTorch ImportError and Bart decoder_attention_mask initialization are unrelated." + "reason": "AutoModel missing PyTorch and Bart generate decoder_attention_mask UnboundLocalError are completely different problems." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "lm_head weight tying and dtype propagation in Blip2 are different bugs." + "reason": "AyaVision weight tying and BLIP2 dtype propagation are separate model-loading bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative overall. The cluster summary correctly treats this as mostly heterogeneous, and the only accepted duplicate pair (43329/44479) is supported at the title level as a plausible shared video multimodal regression path without overstating certainty. The canonical/best-issue choices are also justified by the broader scope of 44479 versus the narrower helper bug in 43329." - }, - "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 }, @@ -6528,10 +6510,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:24643", "issue:27957", @@ -6593,8 +6575,8 @@ "issue:43404|issue:45127", "issue:42175|issue:43824", "issue:45137|issue:45405", - "issue:28282|issue:29127", "issue:43742|issue:44291", + "issue:28282|issue:29127", "issue:44936|issue:46821", "issue:43317|issue:45538", "issue:44479|issue:46693", @@ -6608,26 +6590,26 @@ "issue:24643|issue:29159", "issue:43540|issue:44560", "issue:42175|issue:44488", - "issue:43540|issue:44479", "issue:44987|issue:45907", + "issue:43540|issue:44479", "issue:44291|issue:44821", "issue:38175|issue:44898", "issue:44568|issue:45488" ], - "prepared_review_unit_hash": "c11d02bf26e867bf8cfb8565e78c2388ffc66216bf3088e06f019a1d6948ba9d", + "prepared_review_unit_hash": "689b1bdecfe3b276734c6229c050362fc47ba05177aac6230158efbe46318fbe", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36681, + "serialized_chars": 36682, "estimated_input_tokens": 9171, "estimated_eval_tokens": 18598 }, @@ -6636,192 +6618,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft-edge pair looks like the same concrete bug/change; most are unrelated regressions across different model families or subsystems. The strongest standalone issue here is the tokenizer regression in #45488, but it does not duplicate any other candidate pair.", - "confidence": 0.35, - "canonical_issue_reason": "#45488 is the most representative and actionable issue in the set: a concrete tokenizer regression with broad impact, active discussion, and inbound references.", + "summary": "This cluster is a loose mix of Transformers regression reports, mostly around tokenization, model loading, and backend/device edge cases. The soft pairs look superficially similar but do not describe the same concrete bug, so I would reject all of them as duplicates. No pull requests are present in this cluster.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45488 is the best representative issue: it describes a concrete, high-impact tokenizer regression with a clear failure mode and active user impact, making it a stronger canonical anchor than the more generic or highly model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "#45488 is the best overall issue candidate because it is specific, user-visible, and likely to attract the most follow-up among these reports.", + "best_issue_reason": "Issue 45488 is the most suitable global issue candidate because it is specific, reproducible, and centrally about a real tokenizer behavior regression rather than a vague symptom or environment-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions: special-token insertion for mDeBERTa vs codec/warning handling for Kimi-K2.5." + "reason": "Both are tokenizer regressions, but one is about add_special_tokens not adding BOS/EOS and the other is about codec handling / warning behavior in Kimi-K2.5; different bugs." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Unrelated failures: model loading for a specific repo vs CLIPTokenizer max-length handling." + "reason": "Loading failure for physical-intelligence/fast is unrelated to CLIPTokenizer model_max_length behavior; different code paths and symptoms." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Different problems: missing PyTorch import vs Llama 3.2 Vision model loading breakage." + "reason": "PyTorch-missing ImportError is an environment dependency issue, while the Llama 3.2 Vision problem is a model-loading regression; not the same bug." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "No same bug: Torch 2.10 compatibility issue vs kernels import/version requirement on pipelines import." + "reason": "Torch 2.10 incompatibility is a version constraint issue, while the kernels import failure is about a missing revision/version argument; different root causes." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Different areas entirely: Qwen3Moe FP8 config loading vs CLIPTokenizer max-length behavior." + "reason": "FineGrainedFP8Config failure and CLIPTokenizer max_length bug are unrelated subsystems with different failure modes." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Separate bugs: RTDetrV2 output changes vs Qwen3.5 visual encoder key saving." + "reason": "RTDetrV2 output divergence in v5 and incorrect visual encoder keys on save_pretrained are separate regressions affecting different model workflows." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error on CLIP model loading is unrelated to TrainerState token counting." + "reason": "MacOS bus error in CLIP loading is a runtime crash, whereas num_input_tokens_seen not updating is a Trainer state bookkeeping issue." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both mention tied weights, but one is Mistral3 image-text weight tying and the other is LoRA merge collapse with extended vocab." + "reason": "Untied lm_head weights in Mistral3 and LoRA merge collapse with extended vocab are different model-state bugs, not the same underlying issue." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Packaging/backend install issue vs missing Qwen2_5_VL class import are not the same bug." + "reason": "Missing TensorFlow backend in a torch install and missing Qwen2_5_VL import are unrelated packaging/import problems." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and unreleased PEFT version bump are unrelated." + "reason": "DeepSpeed ZeRO3 deque IndexError and a PEFT version bump to an unreleased release are unrelated." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "ImportError for PyTorch is unrelated to LayoutLMv3 box-content error messaging." + "reason": "KeyError loading MobileLLM-125M and the unexpected _is_hf_initialized argument during init_empty_weights are distinct loading-path regressions." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Both involve loading, but one is a key error for a specific model and the other is an init_empty_weights argument incompatibility." + "reason": "Missing PyTorch dependency and unclear LayoutLMv3 box-validation error are different issues with different scopes." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "Trainer evaluate-after-train failure is unrelated to TimesFM window_size AttributeError." + "reason": "Trainer evaluate-after-train failure and TimesFM window_size AttributeError are unrelated trainer/model issues." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Device-map/offload loading failure is unrelated to CLIPTokenizer max-length behavior." + "reason": "device_map=auto offload/dequantized model loading and CLIPTokenizer model_max_length are different subsystems." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "Video-input regression in Qwen VL models is different from FA2 long-context performance regression." + "reason": "Video-input regression for several Qwen models and FA2 long-context performance regression are different problems: correctness vs performance." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken special-arg collision and EST-RoBERTA tokenizer load failure are not clearly the same underlying bug." + "reason": "Duplicate AddedToken keyword argument and tokenizer loading failure for est-roberta are not the same code-path problem." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-state bug is unrelated to a broad tokenization change report." + "reason": "Qwen3.5 hidden-state bug and broad tokenization changes across versions are not the same concrete defect." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Blip2 dtype propagation bug is not the same as stale config.dtype during from_config." + "reason": "BLIP2 dtype staying float32 and from_config leaving config.dtype stale are related to dtype handling but they are different states and failure symptoms." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3Moe FP8 config failure and FSDP CPU RAM efficient loading breakage are distinct issues." + "reason": "FineGrainedFP8Config failure and FSDP CPU RAM efficient loading breakage are separate distributed/loading regressions." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading breakage is unrelated to Apple Silicon caching_allocator_warmup TypeError." + "reason": "gguf_file loading breakage and Apple Silicon caching_allocator_warmup TypeError are unrelated features." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Different Qwen issues with different failure modes: auto device mapping assert vs video input ValueError." + "reason": "Qwen3 device-mapping cudaErrorAssert and Qwen3OmniMoe video ValueError are different failure modes and code paths." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Flash Attention 2 behavior in XLM-Roberta is unrelated to missing PyTorch import errors." + "reason": "Flash Attention 2 issue on XLMRoberta and missing PyTorch dependency are unrelated." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training RuntimeError and tokenizer slow/fast inconsistency are unrelated." + "reason": "DeepSpeed weight shape runtime error and slow/fast tokenizer inconsistency are unrelated bugs." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-related, but they affect different Qwen model families and different errors." + "reason": "Both involve video inputs, but one is a ValueError in Qwen3OmniMoe and the other is a StopIteration in Qwen3-vl-embedding; different model families and failure points." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Backend-install packaging issue is unrelated to loading cjvt/sleng-bert." + "reason": "TensorFlow backend packaging and failure to load cjvt/sleng-bert are unrelated loading/package issues." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "These are separate video bugs in different models and versions, not one concrete fix." + "reason": "Model load failure for physical-intelligence/fast and list_repo_files revision forwarding are different bugs in different APIs." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "Model loading regression and list_repo_files revision forwarding are unrelated." + "reason": "Qwen3OmniMoe video ValueError and v5.3.0 video-input regression across Qwen variants are related only by media input, but not the same concrete bug." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "init_empty_weights incompatibility is unrelated to loading AutoImageProcessor from URL." + "reason": "init_empty_weights argument handling and AutoImageProcessor-from-URL failure are unrelated loader paths." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Siglip2 zero-probabilities issue is unrelated to Perceiver non-default resolution handling." + "reason": "Zero probabilities in SigLIP2 and Perceiver non-default resolution failure are different vision-model bugs." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Different tokenizer bugs: special-token addition for mDeBERTa vs LlamaTokenizer overriding ByteLevel pre-tokenizer." + "reason": "Both are tokenizer-related, but one is about add_special_tokens behavior in mdeberta and the other is a LlamaTokenizer override of tokenizer.json pre-tokenizer; different underlying bugs." } ] }, @@ -6840,23 +6822,23 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:24643", "issue:29870", "issue:34567", "issue:36331", "issue:43257", - "issue:43404", "issue:43452", "issue:43526", "issue:43531", "issue:43540", "issue:43577", "issue:43582", + "issue:43697", "issue:43716", "issue:43742", "issue:43756", @@ -6884,36 +6866,36 @@ "issue:45600", "issue:45823", "issue:45920", - "issue:45987", "issue:46399", "issue:46463", "issue:46468", "issue:46491", "issue:46693", "issue:46701", - "issue:46821" + "issue:46821", + "issue:46829" ], "soft_pairs": [ "issue:44479|issue:45381", "issue:44792|issue:44964", "issue:43257|issue:43756", "issue:34567|issue:36331", - "issue:43582|issue:46821", "issue:44062|issue:45081", + "issue:43582|issue:46821", "issue:43742|issue:44589", - "issue:44737|issue:46463", "issue:45042|issue:45081", + "issue:44737|issue:46463", "issue:43716|issue:46701", "issue:43756|issue:46399", "issue:43756|issue:45325", - "issue:44568|issue:46491", "issue:43531|issue:44821", + "issue:44568|issue:46491", + "issue:43906|issue:46468", "issue:45405|issue:45600", "issue:43577|issue:45072", - "issue:43906|issue:46468", "issue:45823|issue:46463", + "issue:43697|issue:46829", "issue:24643|issue:29870", - "issue:43404|issue:45987", "issue:43906|issue:46693", "issue:43452|issue:44488", "issue:44737|issue:45588", @@ -6922,190 +6904,190 @@ "issue:45357|issue:45920", "issue:43540|issue:46693" ], - "prepared_review_unit_hash": "336d3f9d9d06314ad168042e6452853aa19f7aa899a850a4f1b5bbcd83d959c6", + "prepared_review_unit_hash": "2ec7520fc80d8f86a5a05ca02eba6448f40edd088c35d126aa08f1e805e1407c", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35534, - "estimated_input_tokens": 8884, - "estimated_eval_tokens": 18024 + "serialized_chars": 35549, + "estimated_input_tokens": 8888, + "estimated_eval_tokens": 18032 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster looks like a broad false-positive similarity bucket: the issues span unrelated model families, error types, and code paths (tokenizers, multimodal loading, training APIs, dtype/device mismatches, config validation, performance regressions). None of the proposed soft pairs look like true duplicates or mergeable single bugs.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 45920 is the least-bad representative because it is a broad, user-visible tokenizer regression affecting multiple models, but the cluster as a whole is too heterogeneous for a strong canonical issue.", + "summary": "This cluster is a mixed set of unrelated issues across tokenization, vision/video, trainer behavior, config loading, dtype/device mismatches, and model-specific regressions. All soft pairs look like superficial title similarity rather than the same underlying bug, so no duplicate canonicalization is warranted.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the reports span different models, subsystems, and failure modes, and none appears to subsume the others as the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the strongest global representative for this cluster only in the loose sense that it is broadly impactful and regression-like; however, it does not actually subsume the other reports, so this is a weak canonical fit.", + "best_issue_reason": "No single issue is a strong global representative for deduping; the closest matches are still different code paths or model families.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44479", "right": "issue:45381", "accept": false, - "reason": "Both concern Qwen VL/video-position logic, but one is a broad video-input regression and the other is a specific still-image temporal position_ids scaling bug; different symptoms and code paths." + "reason": "Both involve Qwen VL/video wording, but one is a v5.3.0 video-input regression across several models and the other is a still-image position-id scaling bug in Qwen2.5-VL; different bug and fix path." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different models and failure modes: a janus generate test failure versus a Phi-4 multimodal loading error." + "reason": "Janus image generation test failure and Phi-4-multimodal model loading failure are unrelated model-specific issues." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "One is an accelerate+deepspeed weight-conversion issue for Qwen3 MoE, the other is a Smollm3 RoPE-layer configuration bug; not the same underlying bug." + "reason": "Qwen3 MoE deepspeed weight conversion and Smollm3 RoPE-layer dropping are entirely different problems." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token-count tracking and CustomTrainer.compute_loss API breakage are unrelated trainer issues." + "reason": "TrainerState token counting not updating is unrelated to a custom trainer signature breaking on a new keyword argument." }, { - "left": "issue:43582", - "right": "issue:46821", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "Apple Silicon caching allocator warmup TypeError and TimesFM window_size AttributeError are unrelated runtime errors." + "reason": "AddedToken duplicate-argument error and Mistral regex patch AttributeError involve different tokenizer failure points." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:43582", + "right": "issue:46821", "accept": false, - "reason": "Tokenizer special-token duplication and Mistral regex patching/backend_tokenizer absence are distinct tokenizer bugs." + "reason": "Apple Silicon warmup TypeError and TimesFM window_size AttributeError are different platform/model bugs." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Loading MobileLLM key errors and Float8 storage lookup failures are different problems." + "reason": "MobileLLM loading key error and Float8 storage lookup error are unrelated loading/runtime failures." }, { - "left": "issue:44737", - "right": "issue:46463", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "XLNet CPU device placement in relative positional encoding and T5 decoder input validation messaging are unrelated." + "reason": "PIL backend torchvision dependency regression and Mistral tokenizer regex crash are not the same issue." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:44737", + "right": "issue:46463", "accept": false, - "reason": "Image processor torchvision dependency and Mistral tokenizer regex crash affect different subsystems." + "reason": "XLNet CPU arange regression and T5 decoder-input validation message are different code paths and not duplicates." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Both are multimodal, but the bugs are different: Mistral-3 dtype mismatch versus a DiffusionGemma pipeline failure." + "reason": "Mistral-3 image-preprocessor dtype mismatch and DiffusionGemma pipeline breakage are separate multimodal issues." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and Qwen3.5 kernel registration/decorator errors are unrelated." + "reason": "Smollm3 RoPE-layer bug and Qwen3.5 kernel registration crash are unrelated model implementation problems." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Different Qwen/Smollm model families and different bugs: missing RoPE layers versus incorrect still-image temporal scaling." + "reason": "Smollm3 RoPE-layer count bug and Qwen2.5-VL rope-index scaling bug both mention RoPE but are different bugs in different models." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and AutoImageProcessor-from-URL loading issue are unrelated." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but one is BOS/EOS insertion for mdeberta-v3 and the other is CodeLlama leading-space round-trip behavior." + "reason": "mdeberta add_special_tokens regression and CodeLlama space-preservation regression are distinct tokenizer behaviors." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:43906", + "right": "issue:46468", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and AutoImageProcessor-from-URL loading are unrelated." + "reason": "An isolated reproduction of an old issue and an official Nemotron example breakage are not the same bug." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "A dependency-version bump and stale auto_mappings references are different config/maintenance issues." + "reason": "PEFT version bump is a dependency/versioning issue; auto_mappings referencing removed configs is a separate CI breakage." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Different dtype-propagation bugs in different model families; not the same concrete code path." - }, - { - "left": "issue:43906", - "right": "issue:46468", - "accept": false, - "reason": "An isolated reproduction of another issue and an official Nemotron example breakage are too underspecified to treat as the same bug." + "reason": "Blip2 dtype propagation bug and SwitchTransformers/TimmWrapperModel bfloat16 mismatches are different model-specific dtype issues." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device-mapping mismatch and T5 decoder input validation are unrelated." + "reason": "Gemma4 PLE device mismatch and T5 decoder-input validation messaging are unrelated." }, { - "left": "issue:24643", - "right": "issue:29870", + "left": "issue:43697", + "right": "issue:46829", "accept": false, - "reason": "DeepSpeed weight-shape training error and Bart generate() UnboundLocalError are different failures." + "reason": "RTDetrV2 output changes in v5 and VideoPrism hidden_states field mismatch are different model-output regressions." }, { - "left": "issue:43404", - "right": "issue:45987", + "left": "issue:24643", + "right": "issue:29870", "accept": false, - "reason": "lm_head weight tying in Mistral3 and StaticCache sequence-length contract are unrelated." + "reason": "DeepSpeed weight-dimension runtime error and BART generate() decoder_attention_mask assignment bug are unrelated training/generation failures." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "A reproduction of a prior bug and a FA2 long-context performance regression are not the same concrete issue." + "reason": "An isolated reproduction of a prior issue and an FA2 long-context performance regression are not duplicates." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both are load-time failures, but one is gguf_file/tokenizer/model loading logic and the other is a specific model load failure for sleng-bert." + "reason": "gguf_file loader breakage and sleng-bert loading failure are different tokenizer/model-loading reports." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet relative-position CPU work and flash_attention s_aux=None crashes are unrelated code paths." + "reason": "XLNet positional encoding CPU regression and flash_attention sink-less-model AttributeError are unrelated." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 num_labels propagation and strict granite_speech config loading are different configuration bugs." + "reason": "Qwen3.5 num_labels propagation and strict granite_speech config loading are different config bugs." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BEiTImageProcessorFast label reduction and sequence-classification zero-loss behavior are unrelated." + "reason": "BEiT Fast label reduction bug and single-label classification zero-loss bug are different classification/preprocessing issues." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Saving incorrect visual encoder keys and wrong token IDs on tokenization are different bugs." + "reason": "Qwen3.5 visual encoder save_pretrained regression and AutoTokenizer wrong token IDs regression affect different subsystems." }, { "left": "issue:43540", @@ -7130,10 +7112,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:28282", "issue:29159", @@ -7146,7 +7128,6 @@ "issue:43452", "issue:43525", "issue:43531", - "issue:43577", "issue:43643", "issue:43646", "issue:43653", @@ -7155,15 +7136,14 @@ "issue:43720", "issue:43742", "issue:43749", + "issue:43761", "issue:43819", "issue:43994", "issue:44361", "issue:44442", - "issue:44464", "issue:44466", "issue:44493", "issue:44568", - "issue:44743", "issue:44811", "issue:44843", "issue:44898", @@ -7182,241 +7162,231 @@ "issue:46178", "issue:46463", "issue:46491", - "issue:46701" + "issue:46701", + "issue:46829" ], "soft_pairs": [ "issue:44913|issue:46121", "issue:28282|issue:32090", - "issue:43720|issue:44898", + "issue:43761|issue:46829", "issue:43697|issue:45216", + "issue:43720|issue:44898", "issue:43643|issue:45375", - "issue:44466|issue:45005", "issue:45200|issue:46463", - "issue:44361|issue:44442", + "issue:44466|issue:45005", "issue:41762|issue:44936", + "issue:44361|issue:44442", "issue:44493|issue:46050", "issue:43653|issue:44361", "issue:43819|issue:44811", "issue:43525|issue:46701", "issue:43688|issue:43749", - "issue:43994|issue:44898", "issue:38175|issue:43295", "issue:43452|issue:44843", + "issue:43994|issue:44898", "issue:45372|issue:46170", "issue:43531|issue:43742", "issue:45542|issue:46178", "issue:42898|issue:46491", "issue:43295|issue:45356", - "issue:43653|issue:44568", - "issue:43577|issue:43697", "issue:43646|issue:43749", "issue:29159|issue:33357", - "issue:44464|issue:44743", - "issue:43452|issue:43577" + "issue:43653|issue:44568" ], - "prepared_review_unit_hash": "95c9ae32c66f00f3cc0f093415e6cfba5de070ff5395b98d95b0d8f1639e4c45", + "prepared_review_unit_hash": "cebd70c0ad2ca2f2107f53e3fce787728565b55bdde83e66da49dd3f7c45fb5e", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36514, - "estimated_input_tokens": 9129, - "estimated_eval_tokens": 18514 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35343, + "estimated_input_tokens": 8836, + "estimated_eval_tokens": 17928 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most items are unrelated tokenizer, config, loading, backend, or model-specific regressions. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "No clear canonical issue: the items span many different subsystems and failure modes, so the cluster does not collapse into one underlying bug.", + "summary": "This cluster is mostly heterogeneous and should not be merged wholesale. The only strong duplicate-looking pair is the tied-weights/save_pretrained regression in 44466 and 45005.", + "confidence": 0.88, + "canonical_issue_reason": "No single cluster-wide canonical issue is obvious because most items are unrelated. Among the true duplicate subcluster, 45005 is the best representative because it describes the broader tied-weights regression, while 44466 is a more specific device-dependent symptom.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative, issue 43646 is the broadest v5 regression report about custom model initialization, but it still does not meaningfully cover the rest of the cluster.", + "best_issue_reason": "45005 is the best issue to keep as the representative for the tied-weights save_pretrained problem; it is broader and subsumes the specific lm_head.weight serialization behavior reported in 44466.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both touch rope/rotary config handling, but one is a reload/defaulting bug and the other is a TypeError on JSON-loaded validation input; not the same concrete failure." + "reason": "Both involve rope/config settings, but one is a config reload defaulting issue and the other is a TypeError in a rope validation helper; not the same bug." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Different code paths: missing PyTorch import vs Trainer GPU broadcast TypeError." + "reason": "Completely different failures: missing PyTorch import vs Trainer GPU broadcast TypeError." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:43761", + "right": "issue:46829", "accept": false, - "reason": "Unrelated models and failures: BitNet accelerate loading vs Perceiver image classification with positional encoding." + "reason": "Both mention hidden_states, but they hit different model families and different output bugs; too broad to be the same underlying fix." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Both are regressions, but one is RTDetrV2 output drift and the other is Qwen3.5 checkpoint save correctness; not the same bug." + "reason": "RTDetrV2 inference mismatch and Qwen3.5 save_pretrained checkpoint corruption are unrelated." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "Both mention missing config fields, but they concern different configs and different root causes (`trust_remote_code` vs `@strict`)." + "reason": "Packed-weight loading in BitNet and Perceiver position-encoding failures are different code paths and symptoms." }, { - "left": "issue:44466", - "right": "issue:45005", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "Both involve tied weights/serialization, but the concrete symptoms and affected models differ too much to be duplicates." + "reason": "Both concern config field loss, but one is a generic trust_remote_code AutoConfig issue and the other is a specific @strict drop of one field; not enough to treat as the same bug." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Different model families and problems: Gemma 4 missing default mm_token_type_ids vs a T5 decoder-input validation error message." + "reason": "Gemma 4 text-only fine-tuning mm_token_type_ids and T5 decoder-input validation error messaging are unrelated." }, { - "left": "issue:44361", - "right": "issue:44442", - "accept": false, - "reason": "Both are tokenizer load errors, but on different tokenizers with different failures; same broad area, not same bug." + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both report the same tied-weights/save_pretrained regression in v5; 44466 is a concrete lm_head.weight/device symptom of the broader issue described in 45005." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "DeepSpeed ZeRO-3 loading failure vs trainer.evaluate() after train(); no concrete shared code-path." + "reason": "DeepSpeed ZeRO-3 Gemma loading IndexError and trainer.evaluate after train are unrelated trainer/loading failures." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer loading errors, but they involve different tokenizers and different root causes." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Both involve model state/loading, but one is unexpected position-id keys and the other is quantized save/load corruption." + "reason": "Unexpected position-id key warnings are not the same as quantized save_pretrained/from_pretrained breakage." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Special-token decode bug in BigBirdTokenizer vs an AttributeError in MLukeTokenizer; different tokenizers and defects." + "reason": "BigBird special-token decode failure and MLukeTokenizer task AttributeError are unrelated tokenizer bugs." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "Different functionality: DAC latent decoding vs Whisper batch_decode skip_special_tokens handling." + "reason": "DAC latent reconstruction mismatch and Whisper batch_decode skip_special_tokens handling are different subsystems." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Llama4 config missing pad_token_id is unrelated to DiffusionGemma image-text pipeline failure." + "reason": "Missing pad_token_id in Llama4Config and DiffusionGemma image-text pipeline failure are unrelated." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Auxiliary-loss normalization bug vs FSDP CPU RAM efficient loading regression; unrelated." - }, - { - "left": "issue:43994", - "right": "issue:44898", - "accept": false, - "reason": "Both are vision-model issues, but one is nonsensical SigLIP2 outputs and the other is Perceiver resolution handling; not the same bug." + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are different bugs." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "SigLIP2 zero probabilities vs processor.tokenizer/image passing regression; different model and failure mode." + "reason": "Siglip2 zero probabilities and custom processor.tokenizer regression are unrelated." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both affect AutoTokenizer.from_pretrained, but one is gguf_file support and the other is offline mode due to an unconditional model_info() call." + "reason": "gguf_file loading breakage and offline model_info() call in mistral regex patch are different from one another." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 nonsensical outputs and Perceiver non-default-resolution failure are unrelated model-specific regressions." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Different dependency/import problems: mistral_common ReasoningEffort vs torch.distributed on Windows/ROCm." + "reason": "Gemma 4 processor import failure and Windows ROCm torch.distributed dependency issue are unrelated." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior vs MobileLLM key error during loading; unrelated." + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M key error are different loading/model config problems." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both are backend-mapping issues around TensorFlow packages, but they target different backends and distinct error conditions." + "reason": "Both touch backend detection, but one is tensorboard-without-TensorFlow and the other is an unmapped tensorflow_text backend; not the same bug." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer behavior regressions, but one is a global v5 cleanup setting change while the other is CodeLlama leading-space round-trip loss." + "reason": "Both are tokenizer round-trip/cleanup regressions, but 46491 is CodeLlama-specific leading-space loss and 42898 is a broader v5 cleanup behavior change; not clearly the same fix." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer/processor regressions, but they involve different models, APIs, and root causes." - }, - { - "left": "issue:43653", - "right": "issue:44568", - "accept": false, - "reason": "Both involve special tokens, but the affected tokenizers and concrete failures are different." - }, - { - "left": "issue:43577", - "right": "issue:43697", - "accept": false, - "reason": "Blip2 dtype propagation bug vs RTDetrV2 output mismatch; no shared underlying code-path." + "reason": "CLIPVisionModel hidden_states regression and Kimi-K2.5 tokenizer codec/regression warning are unrelated." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Auto-loading gguf support vs Blip2 dtype loading; unrelated." + "reason": "Custom model initialization breakage and FSDP CPU RAM loading breakage are unrelated." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer inconsistency vs CLIP bus error on macOS; different subsystems and symptoms." - }, - { - "left": "issue:44464", - "right": "issue:44743", - "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs Qwen3.5 recurrent-state reset; both involve generation, but not the same bug." + "reason": "Slow vs fast tokenizer inconsistency and MacOS bus error on CLIP are unrelated." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Repeated pair in the cluster: gguf AutoTokenizer/AutoModel loading issue is unrelated to Blip2 dtype handling." + "reason": "Both involve special tokens, but BigBird mask-token decode and mdeberta-v3 BOS/EOS insertion are different tokenizer behaviors." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it correctly treats the cluster as mostly heterogeneous, and the only accepted duplicate pair (44466/45005) is supported by the issue titles and framed conservatively. The other soft-edge rejections are appropriately cautious and do not overclaim sameness." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7428,10 +7398,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:32090", "issue:33666", @@ -7442,6 +7412,7 @@ "issue:43262", "issue:43278", "issue:43295", + "issue:43452", "issue:43493", "issue:43504", "issue:43550", @@ -7465,12 +7436,11 @@ "issue:44625", "issue:44704", "issue:44734", + "issue:44743", "issue:44821", "issue:44843", - "issue:44964", "issue:44977", "issue:44991", - "issue:45405", "issue:45440", "issue:45491", "issue:45701", @@ -7483,13 +7453,15 @@ "issue:46821" ], "soft_pairs": [ + "issue:44464|issue:44743", + "issue:43452|issue:43577", "issue:43756|issue:46402", - "issue:43653|issue:43927", "issue:43688|issue:45704", + "issue:43653|issue:43927", "issue:43688|issue:45701", "issue:44843|issue:44991", - "issue:44479|issue:44625", "issue:44821|issue:46821", + "issue:44479|issue:44625", "issue:44484|issue:44704", "issue:45491|issue:46002", "issue:43550|issue:44361", @@ -7498,244 +7470,243 @@ "issue:44734|issue:46612", "issue:32090|issue:33666", "issue:44464|issue:44977", - "issue:41720|issue:44464", "issue:44466|issue:46050", + "issue:41720|issue:44464", + "issue:44977|issue:46693", "issue:43504|issue:43550", "issue:43504|issue:43720", - "issue:44977|issue:46693", "issue:43504|issue:44610", "issue:43577|issue:44554", - "issue:43720|issue:43927", "issue:43643|issue:44561", - "issue:43606|issue:43927", + "issue:43720|issue:43927", "issue:33666|issue:36331", + "issue:43606|issue:43927", "issue:43278|issue:43688", "issue:43782|issue:46693", "issue:43262|issue:43295", - "issue:43720|issue:44361", "issue:39692|issue:43493", - "issue:44964|issue:45405" + "issue:43720|issue:44361" ], - "prepared_review_unit_hash": "7ced121e004a93fbe3b086065fcceacd2b56f656dda2bee8d2dbb2ec8f9c421b", + "prepared_review_unit_hash": "2ddd0c213ab6da9bb2c713a2c20db3177c115764a6226c39eb5e108b5bfdc98d", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37444, - "estimated_input_tokens": 9361, - "estimated_eval_tokens": 18978 + "soft_pair_count": 33, + "serialized_chars": 37785, + "estimated_input_tokens": 9447, + "estimated_eval_tokens": 19150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly false-positive matches: they share broad areas like generation, loading, processors, or training, but each pair targets a different model/component and a different failure mode, so none are safe duplicates.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This cluster is not a true duplicate set; the items share surface-level similarities around Transformers loading/generation/training, but they describe many different bugs across unrelated models and code paths.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the cluster is heterogeneous, with no single underlying bug or fix that unifies these reports.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good canonical representative; the set is too heterogeneous across unrelated bugs (loading, generation, dtype, tokenizer, serialization, and model-specific regressions).", + "best_issue_reason": "No issue is a strong cluster representative for dedupe triage; the overlaps are mostly broad subsystem/topic similarity rather than the same defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43756", - "right": "issue:46402", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Different model bugs: RoPE-layer dropping vs text encoder weights not loading." + "reason": "Both concern generation/cache behavior, but one is about compiled forward inconsistency and the other about recurrent states resetting in modular_qwen3_5; different bugs and code paths." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Different failures: gguf_file loading for tokenizer/model creation vs Blip2 dtype propagation during model load." + }, + { + "left": "issue:43756", + "right": "issue:46402", "accept": false, - "reason": "Tokenizer special-token registration bug vs config save/load losing custom token IDs." + "reason": "One is a Smollm3 RoPE-layer configuration mismatch; the other is Sam3 text encoder weights not loading. Not the same bug." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization error vs T5 RMSNorm memory leak; unrelated fixes." + "reason": "Aux-loss normalization and a T5 apex RMSNorm memory leak are unrelated issues." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Both affect token-related behavior, but one is BigBird mask-token registration and the other is DiaConfig losing custom token IDs after save/load." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization bug vs tokenization behavior change; not the same issue." + "reason": "Aux-loss normalization is unrelated to tokenization changes across versions." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline hub metadata call bug vs tokenizer load failure for a different model." + "reason": "Both touch tokenizer loading, but one is an unconditional hub lookup breaking offline mode; the other is a specific tokenizer-load regression for EMBEDDIA/est-roberta." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:44821", + "right": "issue:46821", "accept": false, - "reason": "Video-input regression in Qwen VL models vs num_labels propagation in Qwen3.5." + "reason": "Different domains entirely: AutoImageProcessor URL loading vs TimesFM window_size AttributeError." }, { - "left": "issue:44821", - "right": "issue:46821", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "AutoImageProcessor URL loading vs TimesFM window_size attribute error are unrelated." + "reason": "One is a multimodal video-input regression across Qwen VL models; the other is a Qwen3.5 config propagation issue for num_labels." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "A usage question about shard size vs a real kwargs-forwarding bug in AutoProcessor." + "reason": "max_shard_size defaulting is unrelated to AutoProcessor failing to pass kwargs through to cached_file." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Gemma3 mixed-length NaNs vs classification-head NaNs after checkout/init; different paths." + "reason": "Both mention NaNs, but the model/components and trigger are different: Gemma3 sliding-window GPU batching vs classification heads after checkout/init." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "torch.compile/SDPA model failure vs MLukeTokenizer AttributeError; different subsystems." + "reason": "torch.compile/SDPA on Bamba-9B-v2 is unrelated to MLukeTokenizer task-time AttributeError." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training issue vs GenerationMixin import error; unrelated." + "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are separate issues." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Aux-loss normalization bug vs DeepSeekV3MoE implementation divergence." + "reason": "Aux-loss normalization is not the same as DeepseekV3MoE diverging from the remote implementation." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "KV-cache continuation indexing crash vs beam-search cache reorder omission; different generation code paths." + "reason": "Both involve cache behavior, but one is serving KV-cache continuation indexing and the other is beam-search cache reorder support for certain models." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer broadcast NoneType error vs Qwen2-VL multi-GPU training; not the same bug." + "reason": "Both mention training, but one is a Trainer _gpu_broadcast_one NoneType error and the other is general Qwen2-VL multi-GPU training." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs flash-attention generation failure in Qwen3.5." + "reason": "Different regressions: compiled-forward generation inconsistency vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both concern save/load behavior, but one is device-dependent tied-weight serialization and the other is sinq quantized-model persistence." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Device-map cuda assert on A800 vs compiled-forward chunked-generation inconsistency." + "reason": "Qwen3 auto device-mapping cudaErrorAssert is unrelated to chunked generation inconsistency with compiled forward." }, { - "left": "issue:44466", - "right": "issue:46050", + "left": "issue:44977", + "right": "issue:46693", "accept": false, - "reason": "Tied-weight serialization depends on device vs quantized save/load broken after sinq; different mechanisms." + "reason": "FA2 is a shared theme, but one is a Qwen3.5 correctness regression and the other is a broader long-context performance regression." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Legacy-field model loading bug vs Bamba torch.compile SDPA bug." + "reason": "Beit legacy-field loading and Bamba torch.compile/SDPA are unrelated." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy-field preset load bug vs BitNet packed-weight unpacking bug." - }, - { - "left": "issue:44977", - "right": "issue:46693", - "accept": false, - "reason": "Qwen3.5 generation correctness bug vs FA2 long-context performance regression." + "reason": "Legacy-field preset loading and BitNet packed-weight loading during accelerate are different bugs." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Beit preset loading failure vs OmDet-Turbo processor/model input-size mismatch." + "reason": "Beit pretrained preset loading is unrelated to OmDet-Turbo\u2019s processor/model image-size mismatch." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype not honored on load vs MPS attention correctness issue; unrelated." - }, - { - "left": "issue:43720", - "right": "issue:43927", - "accept": false, - "reason": "BitNet loading/unpacking issue vs DiaConfig token-ID persistence bug." + "reason": "Blip2 dtype propagation and an MPS attention correctness issue are different code paths." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Missing fields from trust_remote_code config vs v5 removal of is_torch_fx_available breaking models." + "reason": "Both mention trust_remote_code, but one is missing fields in AutoConfig output and the other is a v5 removal of is_torch_fx_available breaking remote models." }, { - "left": "issue:43606", + "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch vs config token-ID loss; different failures." + "reason": "BitNet packed-weight loading and DiaConfig token-ID loss are unrelated." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Qwen2-VL multi-GPU training issue vs CustomTrainer compute_loss signature mismatch." + "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig losing token IDs." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype regression vs auxiliary-loss normalization bug." + "reason": "Embedding dtype drift in eval is unrelated to auxiliary-loss normalization." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "Qwen3VL weight_only load error vs FA2 long-context performance regression." + "reason": "Qwen3VL weight_only loading error and a long-context FA2 performance regression are different failures." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio chat-template sampling-rate default vs processor.tokenizer/image-passing regression." - }, - { - "left": "issue:43720", - "right": "issue:44361", - "accept": false, - "reason": "BitNet accelerate-loading bug vs MLukeTokenizer AttributeError; unrelated." + "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer/image-passing regression are separate processor issues." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Broken documentation example vs SigLIP2 HF/JAX implementation discrepancy." + "reason": "Both are about SigLIP2, but one is a broken documentation example and the other is a core HF-vs-JAX implementation discrepancy." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Phi-4 multimodal loading failure vs unreleased PEFT version bump; unrelated." + "reason": "BitNet accelerate-loading failure is unrelated to MLukeTokenizer task AttributeError." } ] }, @@ -7754,10 +7725,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:28218", "issue:33357", @@ -7792,6 +7763,7 @@ "issue:44792", "issue:44843", "issue:44849", + "issue:44964", "issue:44977", "issue:45290", "issue:45357", @@ -7808,20 +7780,21 @@ "issue:46710" ], "soft_pairs": [ - "issue:44554|issue:46365", "issue:43525|issue:43572", + "issue:44554|issue:46365", "issue:44514|issue:45290", + "issue:44964|issue:45405", "issue:43493|issue:43825", "issue:44977|issue:46209", "issue:44625|issue:45584", "issue:43452|issue:44451", - "issue:28218|issue:33357", "issue:45823|issue:46050", + "issue:28218|issue:33357", "issue:43994|issue:46192", "issue:42796|issue:44977", - "issue:39692|issue:43295", "issue:43278|issue:43844", "issue:44849|issue:46209", + "issue:39692|issue:43295", "issue:43493|issue:43844", "issue:33357|issue:33666", "issue:43646|issue:44466", @@ -7832,214 +7805,220 @@ "issue:43927|issue:44361", "issue:44792|issue:45405", "issue:43824|issue:44589", - "issue:44589|issue:45520", "issue:44568|issue:45812", "issue:44488|issue:44843", "issue:43575|issue:45405", + "issue:44589|issue:45520", "issue:43504|issue:43606" ], - "prepared_review_unit_hash": "0c8359a686c7d7bb680d90c2eb2700f74bbaf65ad63639f260ece503fa321fd8", + "prepared_review_unit_hash": "6597dfc45150af600b7f6b6e702e2d5c8a7c06367fa93d651a0533d848af79cd", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35845, - "estimated_input_tokens": 8962, - "estimated_eval_tokens": 18180 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36722, + "estimated_input_tokens": 9181, + "estimated_eval_tokens": 18618 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a loose similarity set spanning many unrelated bugs. None of the soft pairs look like the same underlying issue, so all proposed duplicate edges should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue emerges from this heterogeneous set; if one must be picked, issue 44568 is the clearest self-contained tokenizer regression, but it is not a duplicate target for the soft pairs.", + "summary": "This cluster is very broad and mostly contains distinct model/config/tokenizer regressions; none of the soft pairs look like true duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45812 is the strongest representative issue: it is a broad tokenizer regression affecting multiple Granite models and has the clearest cross-cutting impact.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44568 is the most concrete, reproducible, and narrowly scoped report in the set; it is the best representative issue, though not a merge target for the others.", + "best_issue_reason": "issue:45812 is the best global issue candidate for the same reason: it is the most general, high-signal tokenizer bug among the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "One is an MPS attention correctness bug; the other is an import conflict with datasets. Different subsystems and failure modes." + "reason": "Both are missing-pad-token config regressions, but they affect different model configs and fields (`pad_token_id` vs `pad_token_idx`), so they are not the same bug." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "Both mention missing pad token fields, but they affect different configs and errors; not the same concrete bug." + "reason": "Completely unrelated: one is an MPS attention correctness issue, the other is a Trainer import failure tied to `datasets`." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both are chat template crashes, but the triggering conditions differ materially: batched padding case vs assistant tool-call messages with no content." + "reason": "Both involve `apply_chat_template`, but the failing inputs and code paths differ (`padding=False` batched VL input vs assistant tool-call messages with no content)." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "One is a model-loading failure for Phi-4 multimodal; the other is a dependency/version bump problem for `MIN_PEFT_VERSION`." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to a pipeline translation-task error message regression." + "reason": "SigLIP2 implementation mismatch and pipeline translation-task error are unrelated issues in different subsystems." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Flash-attention generation bug and silently ignored return_tensors are unrelated tokenizer/generation issues." + "reason": "Different failures: Qwen3.5 flash-attention generation bug versus FP8 inference failure on B200 hardware." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "num_labels propagation in Qwen3.5 config is unrelated to Whisper empty-transcription generation failure." + "reason": "Different model-specific bugs: Qwen3.5 `num_labels` propagation versus Whisper empty-transcription handling after special-token alignment." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "GGUF loading regression and a specific BERT model load failure are different problems." + "reason": "Both are loading-related, but one is a `gguf_file` regression in `from_pretrained`, while the other is a specific model load failure for `cjvt/sleng-bert`." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to a MacOS bus error in a CLIP model." + "reason": "Different root causes: device placement mismatch in Gemma4 versus quantized model save/load breakage in `sinq`." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "Device mismatch in Gemma4 forward and sinq save/load quantization breakage are distinct bugs." + "reason": "Tokenizer spacing behavior and a MacOS bus error in CLIP are unrelated." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "Wrong SigLIP2 outputs and return_tensors being ignored are unrelated behaviors." + "reason": "One is a SigLIP2 inference-quality regression; the other is an argument-merging bug where `return_tensors` is ignored." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Ministral BPE marker handling and Qwen3.5 flash-attention generation are different tokenizer/model issues." - }, - { - "left": "issue:39692", - "right": "issue:43295", - "accept": false, - "reason": "Documentation example errors do not match a processor.tokenizer regression in custom model code." + "reason": "A tokenizer BPE-marker handling bug and a Qwen3.5 flash-attention generation bug are not the same underlying defect." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift and DeepSpeed gradient growth are not the same underlying issue." + "reason": "One concerns dtype drift between training and evaluation; the other is a gradient-growth issue with DeepSpeed ZeRO-3." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 hidden-states bug is unrelated to return_tensors being ignored." + "reason": "Different Qwen3.5 regressions: hidden-states behavior versus FP8 inference on B200." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors and a custom code regression around `processor.tokenizer`/image passing are different problems." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 HF/JAX discrepancy is unrelated to a ZeRO-3 gradient anomaly." + "reason": "SigLIP2 implementation mismatch is unrelated to the DeepSpeed gradient regression." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "A MacOS bus error in CLIP inference is unrelated to Qwen2-VL multi-GPU training support." + "reason": "MacOS bus error on a CLIP model and Qwen2-VL multi-GPU training are different issues." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage and inconsistent lm_head serialization are different v5 regressions." + "reason": "Custom model initialization breakage and inconsistent `lm_head.weight` serialization are separate v5 regressions." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "A silent tokenizer keyword issue is unrelated to a DeepSeek-R1 accuracy regression." + "reason": "Different failures: FP8 inference on B200 versus an accuracy regression after upgrading Transformers." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but for different models and different failure mechanisms." + "reason": "Both are tokenizer regressions, but the concrete failures differ: missing special tokens for one tokenizer vs incorrect DeepSeek-Coder v1 token IDs/BPE handling." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Training/eval dtype mismatch is unrelated to a resume_from_checkpoint key mismatch." + "reason": "Embedding dtype drift and resume-from-checkpoint key mismatch are unrelated training bugs." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Hidden-states output bug and incorrect visual encoder keys on save are separate Qwen3.5 issues." + "reason": "Qwen3.5 hidden-states output bug is unrelated to incorrect visual encoder key serialization." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig token ID loss and MLukeTokenizer AttributeError are different code paths." + "reason": "DiaConfig custom token IDs being dropped is unrelated to MLukeTokenizer task-time AttributeError." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A failing Janus test does not duplicate a PEFT version bump problem." + "reason": "Janus image-generation test failure is unrelated to the PEFT version bump issue." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Importing a VL model class and missing Float8 storage are unrelated import/runtime failures." - }, - { - "left": "issue:44589", - "right": "issue:45520", - "accept": false, - "reason": "Float8 storage lookup failure and flash_attn KeyError are different import-time issues." + "reason": "ImportError for a missing Qwen2.5-VL class and a Float8 storage type error are unrelated." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions on different model families; not the same underlying bug." + "reason": "Both are tokenizer regressions, but they affect different models and behaviors; one is special-token insertion, the other is Granite token-ID generation." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Model load failure for a specific checkpoint is unrelated to offline-mode behavior in _patch_mistral_regex." + "reason": "A model loading failure and an offline-mode regression from an unconditional hub call are different bugs." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Tensor-parallel OOM and a PEFT version pin bump are unrelated." + "reason": "Tensor-parallel OOM on Qwen2 is unrelated to the PEFT version requirement issue." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different low-level runtime failures: missing Float8 storage type versus `flash_attn` import key error on Python 3.13." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy-field model loading failure and CPU-offload device mismatch are different bugs." + "reason": "Beit pretrained loading with a legacy field and Bark CPU-offload device mismatch are unrelated." } ] }, @@ -8058,10 +8037,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:28218", "issue:29159", @@ -8085,11 +8064,9 @@ "issue:43994", "issue:44112", "issue:44291", - "issue:44423", "issue:44464", "issue:44493", "issue:44554", - "issue:44734", "issue:44869", "issue:44964", "issue:44977", @@ -8098,6 +8075,7 @@ "issue:45229", "issue:45245", "issue:45446", + "issue:45479", "issue:45520", "issue:45584", "issue:45588", @@ -8109,18 +8087,19 @@ "issue:46424", "issue:46701", "issue:46710", - "issue:46752" + "issue:46752", + "issue:46829" ], "soft_pairs": [ "issue:43257|issue:43299", - "issue:43334|issue:43572", "issue:43606|issue:44112", "issue:43334|issue:45759", + "issue:43334|issue:43572", "issue:45245|issue:46710", "issue:43572|issue:44291", "issue:44493|issue:46285", - "issue:43504|issue:43653", "issue:44464|issue:46424", + "issue:43504|issue:43653", "issue:43937|issue:46701", "issue:44464|issue:45584", "issue:45200|issue:45229", @@ -8134,202 +8113,202 @@ "issue:29159|issue:32090", "issue:42490|issue:43696", "issue:44977|issue:46701", + "issue:45479|issue:46829", "issue:45084|issue:45520", "issue:28218|issue:34567", "issue:43065|issue:46369", - "issue:44554|issue:45446", - "issue:44423|issue:44734" + "issue:44554|issue:45446" ], - "prepared_review_unit_hash": "c22efc6692ed00c0f8ebcd0d27d3e34851537942ca4360e1f98e89a5d3a1f118", + "prepared_review_unit_hash": "64ebe77f6ca2b8c9a64942bb1eab851543b94c316469a601aadc9d8bfdf629bf", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35232, - "estimated_input_tokens": 8808, - "estimated_eval_tokens": 17872 + "serialized_chars": 35244, + "estimated_input_tokens": 8811, + "estimated_eval_tokens": 17878 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the soft pairs span unrelated tokenizer, model-loading, serving, training, and quantization problems. None of the proposed pairs look like the same underlying bug/change, so no dedupe links should be accepted.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the items describe distinct bugs/features across tokenizer, model loading, serving, training, and quantization, not one shared defect.", + "summary": "The set is highly heterogeneous: tokenizer spacing, model-loading/config regressions, training/runtime errors, CI failures, and unrelated multimodal issues. None of the proposed soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43873 has the strongest signal in this batch (high discussion/inbound refs and an open, broadly relevant bug report), so it is the best representative issue if one must be chosen, though it is not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a safe global representative because the soft pairs do not converge on one underlying problem.", + "best_issue_reason": "issue:43873 is the most active and broadly applicable issue here; it is the best triage anchor among otherwise unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen3/MoE loading, but they describe different failure modes and contexts (accelerate+deepspeed conversion vs Qwen3VL dev loading)." - }, - { - "left": "issue:43334", - "right": "issue:43572", - "accept": false, - "reason": "Different models and different missing config fields; not the same bug." + "reason": "Both involve Qwen3/MoE loading, but one is about missing conversion with accelerate+deepspeed and the other about a transformers-dev load regression for Qwen3VL; different failure modes and code paths." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "One is a real CPU-offload device mismatch, the other is a stale CI test in a different model." + "reason": "Both mention CI/device mismatch, but one is a bark-small CPU-offload failure and the other is a stale GraniteSpeech test; not the same bug." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both touch multimodal Qwen configs, but one is a pad_token_id error and the other is failing to unwrap text_config; not the same concrete issue." + "reason": "Both touch Qwen3VL multimodal config handling, but one is an AttributeError for missing pad_token_id and the other is AutoModelForCausalLM.from_config not unwrapping text_config; related area, different issue." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different models and different missing fields: Qwen3VL pad_token_id vs StableLmConfig pad_token_idx." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "Completely different symptoms: category count limit vs accuracy regression." + "reason": "RuntimeError about too many categories is unrelated to an accuracy regression after upgrading Transformers." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "A missing config field after v5 update is unrelated to the _is_hf_initialized constructor argument regression." + "reason": "One is a config-field regression, the other is an init_empty_weights constructor argument incompatibility; no shared underlying bug." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Both mention model-structure/key mismatches, but they affect different model classes and different code paths." + "reason": "Unexpected position-id key warnings are unrelated to CLIP text model structure changes." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + "reason": "Chunked generation with compiled forward and cache max length handling are different code paths and symptoms." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "Different cache/generation problems; one is compiled forward output inconsistency, the other is a max_cache_length config limitation." + "reason": "A legacy-field pretrained load bug is unrelated to BigBirdTokenizer mask-token registration and empty decode output." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "Different model families and different failures; not one shared bug." + "reason": "A GenerationConfig validation error is not the same as an image-text-to-text pipeline failure." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Chunked generation with compiled forward is unrelated to Whisper empty-transcription failure after align_special_tokens." + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure after align_special_tokens are distinct issues." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "One is a missing default for mm_token_type_ids; the other is a CUDA OOM during Gemma4 inference." + "reason": "Defaulting mm_token_type_ids to zeros is unrelated to Gemma4 multi-GPU CUDA OOM." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Both are decode/template crashes on edge-case inputs, but they occur in different components with different triggers." + "reason": "Both are decode/chat-template crashes, but one is Whisper word-timestamp trailing replacement-character handling and the other is apply_chat_template on an empty list." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Gemma4 OOM and Gemma4 device mismatch are different issues, not mergeable into one fix." + "reason": "CUDA OOM during Gemma4 inference is not the same as a device mismatch in Gemma4 PLE forward." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading failure are unrelated." + "reason": "ZeRO-3 gradient growth is unrelated to loading microsoft/Phi-4-multimodal-instruct." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Offloading/quantization behavior and sinq save/load breakage are different bugs." + "reason": "Quantized offloading behavior and sinq save/load breakage are both quantization-related but clearly different bugs." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention test failures and MLflow job-status reporting are unrelated." + "reason": "Flash Attention 2 CI failures and MLFlow reporting on training failure are unrelated." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Siglip2 wrong outputs and unexpected position-id keys are different model issues." + "reason": "Siglip2 bad outputs with AutoModel/pipeline and unexpected position-id keys are different failure modes." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "A flash_attention import/runtime crash with s_aux=None is unrelated to sinq quantization save/load corruption." + "reason": "flash_attention.py crashing on s_aux=None is unrelated to quantized model persistence after save_pretrained/from_pretrained." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer fast/slow inconsistency is unrelated to the Trainer _gpu_broadcast_one NoneType error." + "reason": "Tokenizer slow/fast inconsistency and Trainer broadcast NoneType error do not share the same root cause." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "A local-path import warning and a CUDA OOM are clearly unrelated." + "reason": "Trailing-slash import warning is unrelated to CUDA OOM." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Qwen3.5 flash-attention generation and DiffusionGemma image-text pipeline failure are different code paths and models." + "reason": "Qwen3.5 flash-attention generation issues and DiffusionGemma pipeline failure are separate model-specific bugs." + }, + { + "left": "issue:45479", + "right": "issue:46829", + "accept": false, + "reason": "Degenerate zero-loss classification behavior is unrelated to VideoPrism hidden_states being populated incorrectly." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation and flash_attn import handling on Python 3.13 are unrelated." + "reason": "Template-node compilation failure and Python 3.13 flash_attn import KeyError are different subsystems and symptoms." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer added-space behavior and TrainerState token-count updates are unrelated." + "reason": "Tokenizer added-token spacing and TrainerState num_input_tokens_seen not updating are unrelated." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "A dummy Conv2d implementation and a memory overflow in sam3-litetext are not the same underlying bug." + "reason": "Dummy Conv2d in Sam3PixelDecoder and sam3-litetext memory overflow are both Sam3-related but not the same bug." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and a PyTorch version check in flex_attention are different issues." - }, - { - "left": "issue:44423", - "right": "issue:44734", - "accept": false, - "reason": "Both are transformers serve crashes, but one is multimodal input .to() handling and the other is KV-cache continuation indexing." + "reason": "MPS attention correctness with mismatched head dims and a PyTorch version check bug in flex_attention are unrelated." } ] }, @@ -8348,10 +8327,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:15354", "issue:29870", @@ -8363,7 +8342,6 @@ "issue:42490", "issue:43232", "issue:43295", - "issue:43404", "issue:43450", "issue:43493", "issue:43540", @@ -8378,17 +8356,18 @@ "issue:43957", "issue:44112", "issue:44186", + "issue:44423", "issue:44466", - "issue:44521", "issue:44554", "issue:44610", + "issue:44734", "issue:44849", + "issue:44977", "issue:44987", "issue:45072", "issue:45127", "issue:45198", "issue:45200", - "issue:45290", "issue:45356", "issue:45406", "issue:45520", @@ -8402,27 +8381,28 @@ "issue:46821" ], "soft_pairs": [ + "issue:44423|issue:44734", "issue:15354|issue:38175", "issue:43493|issue:43701", "issue:41720|issue:46710", "issue:45406|issue:46121", - "issue:43404|issue:46710", + "issue:44977|issue:46710", "issue:45072|issue:45198", "issue:37428|issue:43957", "issue:43295|issue:43450", "issue:45588|issue:45759", "issue:43540|issue:45200", "issue:44186|issue:46192", + "issue:43572|issue:46821", "issue:45200|issue:45823", "issue:43295|issue:43873", - "issue:43572|issue:46821", "issue:45823|issue:46192", "issue:43295|issue:44610", "issue:29870|issue:29942", "issue:45520|issue:46178", "issue:43572|issue:44987", - "issue:43450|issue:43575", "issue:43232|issue:44849", + "issue:43450|issue:43575", "issue:43550|issue:43844", "issue:44554|issue:45356", "issue:37428|issue:43824", @@ -8430,175 +8410,216 @@ "issue:39692|issue:46192", "issue:38175|issue:43493", "issue:43653|issue:44112", - "issue:44466|issue:45127", - "issue:44521|issue:45290" + "issue:44466|issue:45127" ], - "prepared_review_unit_hash": "a554c687f47e6623315c05c5f88aeda71c1f29d719ba2ce06ac4b5adc1637c62", + "prepared_review_unit_hash": "37193cc1a7a65bf5b1ba1b44bb95e682eaf6ebc3f3883521756b35b29d89c4ae", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36505, - "estimated_input_tokens": 9127, - "estimated_eval_tokens": 18510 + "serialized_chars": 36531, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most pairs only share broad subsystem keywords (generation, processors, flash attention, multimodal/chat templates, loading/device issues) but describe different concrete failures. None of the soft edges look like the same underlying bug/change, so no merge candidates stand out.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The cluster is heterogeneous. Most soft pairs share only a broad theme (serve, tokenizer, multimodal, flash-attn, or model-loading regressions) but not the same concrete bug or code path, so I would reject all pairwise merges. No single issue cleanly subsumes the rest; issue 43295 is the closest representative only because it is a concrete, well-scoped regression report.", + "confidence": 0.95, + "canonical_issue_reason": "No true canonical duplicate stands out; 43295 is the closest representative because it is a concrete regression with a clear repro, but the rest of the set spans unrelated failures.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "43295 is the best single issue to keep as an exemplar of the cluster because it is specific and actionable, but it does not actually cover the other bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but one is a continuous-batching .to() AttributeError and the other is KV-cache continuation tensor indexing; different code paths and failures." + }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability output are unrelated model/runtime bugs." + "reason": "Different models and symptoms: JIT/script GeneratorExp export failure vs. SigLIP2 zero-probability outputs." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch affect different code paths." + "reason": "SigLIP2 implementation discrepancy is unrelated to a resume_from_checkpoint key mismatch." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "A800 auto device-map CUDA assert is unrelated to the DeepSeek accuracy regression." + "reason": "Different model families and failure modes: auto device mapping cuda assert vs. accuracy regression after upgrade." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and rope validation TypeError are distinct processor/config issues." + "reason": "Gemma4 serve processor _tokenizer crash is unrelated to rope-validation JSON list TypeError." }, { - "left": "issue:43404", + "left": "issue:44977", "right": "issue:46710", "accept": false, - "reason": "Mistral3 tied-weight serialization bug and DeepSeek accuracy regression are not the same failure." + "reason": "Flash-attention generation bug in Qwen3.5 is not the same as a DeepSeek accuracy regression." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bf16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures are different bugs." + "reason": "bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel is unrelated to Wav2Vec2 save/tokenization failure." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Flash attention import symbol breakage and meta-device model loading breakage have different causes." + "reason": "ImportError for a flash-attention helper symbol is a different issue from meta-device model loading breakage." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer access regression and video batch shape bug are unrelated processor issues." + "reason": "Processor/tokenizer regression in multimodal text+image handling is distinct from batched video shape handling." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention sinkless-model crash and AutoModelForCausalLM text_config unwrapping are different code paths." + "reason": "Flash-attention sink-less model crash and composite Qwen config unwrapping are different bugs." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError and Gemma4 mm_token_type_ids defaulting are separate multimodal bugs." + "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to Gemma4 mm_token_type_ids defaults." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash and return_tensors handling are distinct tokenizer behaviors." + "reason": "LayoutLMv2 tokenizer NER/padding crash is not the same as return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and TimesFM window_size AttributeError are different config issues." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Missing mm_token_type_ids defaults and Gemma4 PLE device mismatch are not the same issue." + "reason": "Gemma4 mm_token_type_ids defaulting and PLE device mismatch under device_map='auto' are separate problems." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Custom model processor access regression and quantization offloading behavior are unrelated." - }, - { - "left": "issue:43572", - "right": "issue:46821", - "accept": false, - "reason": "StableLmConfig pad_token_idx regression and TimesFM window_size AttributeError are different config bugs." + "reason": "Processor/tokenizer regression is not the same as offloading failing with quantization." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device-map mismatch and return_tensors being ignored are unrelated." + "reason": "Gemma4 device mismatch and ignored return_tensors are unrelated code paths." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor.tokenizer regression and OmDet-Turbo input-size mismatch are different model/processor problems." + "reason": "Multimodal processor/tokenizer regression does not match OmDet-Turbo size-mismatch preprocessing." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "Bart generate decoder_attention_mask bug and Flash Attention 2 test failures do not describe the same defect." + "reason": "Bart generate UnboundLocalError and Flash Attention 2 test failures are different bugs." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "flash_attn import KeyError and tensorflow_text backend mapping error are separate import-system issues." + "reason": "flash_attn import KeyError on Python 3.13 is unrelated to BACKENDS_MAPPING rejecting tensorflow_text." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "StableLmConfig pad_token_idx and loading physical-intelligence/fast on v5.1.0 are unrelated regression reports." + "reason": "StableLmConfig missing pad_token_idx is not the same as a Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is a different path from Qwen3.5 output_hidden_states behavior." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video processor shape bug and Qwen2 TP OOM are not the same underlying problem." + "reason": "Video processor batch-shape bug and Qwen2 TP OOM are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to DeepSpeed ZeRO-3 gradient inflation." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue is not the same as Kimi-K2.5 tokenizer codec handling regression." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Flash-attention helper import error and Qwen2.5-VL import failure are different missing-symbol issues." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation example errors are not the same as return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both involve SigLIP2, but one is zero probabilities and the other is a broader HF-vs-JAX discrepancy; not clearly the same concrete bug." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration and GraniteSpeech stale device override test failure are unrelated." + "reason": "BigBirdTokenizer special-token bug and GraniteSpeech stale device override CI failure are unrelated." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "lm_head.weight serialization inconsistency and LoRA merge collapse with extended vocab are different tied-weight issues." - }, - { - "left": "issue:44521", - "right": "issue:45290", - "accept": false, - "reason": "All-zero assistant masks in multimodal templates and tool-call crashes in apply_chat_template are distinct edge cases." + "reason": "lm_head.weight serialization inconsistency and LoRA merge collapse are different tied-weights issues with different failure modes." } ] }, @@ -8617,10 +8638,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:28218", "issue:35141", @@ -8636,7 +8657,6 @@ "issue:43525", "issue:43526", "issue:43550", - "issue:43606", "issue:43819", "issue:43824", "issue:43827", @@ -8648,6 +8668,7 @@ "issue:44206", "issue:44442", "issue:44479", + "issue:44521", "issue:44561", "issue:44610", "issue:44792", @@ -8656,6 +8677,7 @@ "issue:45083", "issue:45198", "issue:45200", + "issue:45290", "issue:45325", "issue:45381", "issue:45412", @@ -8671,20 +8693,21 @@ "issue:46821" ], "soft_pairs": [ + "issue:44521|issue:45290", "issue:45381|issue:46209", "issue:43278|issue:43856", "issue:28218|issue:35141", "issue:42915|issue:43824", "issue:43950|issue:46285", "issue:43824|issue:43975", - "issue:43452|issue:46512", "issue:43334|issue:43525", + "issue:43452|issue:46512", "issue:43262|issue:43450", "issue:44442|issue:45198", "issue:44792|issue:45563", "issue:44898|issue:45412", - "issue:43819|issue:44112", "issue:44479|issue:46192", + "issue:43819|issue:44112", "issue:45200|issue:45325", "issue:43827|issue:43901", "issue:44610|issue:44857", @@ -8692,203 +8715,202 @@ "issue:43335|issue:43550", "issue:44561|issue:46234", "issue:41720|issue:46209", - "issue:44857|issue:45593", "issue:43819|issue:45083", + "issue:44857|issue:45593", "issue:44206|issue:45584", - "issue:45759|issue:46285", "issue:46512|issue:46821", - "issue:43606|issue:45083" + "issue:45759|issue:46285" ], - "prepared_review_unit_hash": "05626bb6fbc611789afabdd17f417bf598a4c8ea664d780e50de44bd0bee313d", + "prepared_review_unit_hash": "b385f635a6e543762021fcdc007584dfbbe8ba9492b14a3abe7566c860f71c93", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35516, - "estimated_input_tokens": 8879, - "estimated_eval_tokens": 18014 + "serialized_chars": 36097, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a heterogeneous mix of unrelated bugs/regressions. The soft pairs share surface wording or the same subsystem, but they do not describe the same underlying defect, so none of the suggested duplicate edges should be merged.", - "confidence": 0.96, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": null, - "best_pr_reason": null, + "summary": "All proposed pairs look like false positives: they overlap only at a broad subsystem level (tokenization, multimodal processors, configs, docs, or GPU/runtime issues) but not the same concrete bug. No single artifact stands out as a valid duplicate canonical across this set.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous standalone bugs across unrelated code paths, so picking one would be arbitrary.", + "canonical_pr_reason": "No PRs are present in the provided items.", + "best_issue_reason": "No best issue: there is no coherent duplicate cluster here, only loosely similar reports.", + "best_pr_reason": "No PRs are present in the provided items.", "soft_edge_verdicts": [ + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs while the other is a crash on assistant tool-call messages with no content; different failures and fixes." + }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Both involve Qwen model/runtime issues, but one is a video position-id bug in qwen2.5-vl and the other is an FP8 inference failure on B200; different code paths and symptoms." + "reason": "One is a Qwen2.5-VL video position_ids regression; the other is an FP8 inference failure on B200. They are unrelated bugs." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "One is an evaluation dtype mismatch for embeddings, the other is inefficient memory usage during Qwen3 MoE training; related family, but not the same bug." + "reason": "Embedding dtype drift in evaluate is unrelated to Qwen3 MoE training memory usage." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added tokens and embedding reinitialization on resize are separate tokenizer/model-init problems." + "reason": "Tokenizer spacing after added tokens is a different problem from output embeddings being reinitialized during post_init." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3MoE FP8 failure and Qwen2.5-VL import/export issue are unrelated model-specific regressions." + "reason": "FineGrainedFP8Config failure in Qwen3Moe and a Qwen2.5-VL import error are different code paths." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Both mention model loading/structure, but one corrupts non-persistent buffers on from_pretrained and the other is a CLIP text model API shape mismatch." + "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to CLIP text-model structural inconsistency." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Import failure for Qwen2.5-VL is unrelated to DeepSeek detokenization behavior." + "reason": "Importing Qwen2_5_VLForConditionalGeneration and incorrect detokenization in DeepSeek coder are unrelated." }, { - "left": "issue:43452", - "right": "issue:46512", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "gguf_file loader breakage and stale config.dtype after from_config are different loading regressions." + "reason": "Both mention missing pad_token_id, but they affect different model configs (Qwen3-VL vs Llama4) and likely need separate fixes." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:43452", + "right": "issue:46512", "accept": false, - "reason": "Both are missing pad_token_id errors, but they affect different configs/models (Qwen3-VL vs Llama4) and likely different config plumbing." + "reason": "gguf_file loading failures are unrelated to from_config dtype metadata being stale." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio apply_chat_template sampling-rate default and batched video processor shape bug are unrelated processor regressions." + "reason": "Audio chat-template sampling-rate defaulting and batched video shape handling are different processor bugs." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "AutoTokenizer loading a specific tokenizer and Wav2Vec2 save_pretrained/tokenization failure are separate tokenizer/model issues." + "reason": "FastSpeech2 tokenizer loading and Wav2Vec2 save/tokenization failures are separate speech-model issues." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "A failing janus image-generation test and a stale paged-generate warning are not the same bug." + "reason": "A janus image-generation test failure is unrelated to a stale paged-generate warning." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver non-default resolution failure and RT-DETR memory not being released are different image-model problems." + "reason": "Perceiver non-default resolution failure and RT-DETR memory not being released are unrelated." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:44479", + "right": "issue:46192", "accept": false, - "reason": "DAC.from_latents mismatch and GraniteSpeech stale device-override CI failure are unrelated audio/CI issues." + "reason": "Qwen video-input regression and return_tensors being ignored when text_kwargs is passed are different API regressions." }, { - "left": "issue:44479", - "right": "issue:46192", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Video input regression and return_tensors being ignored in text_kwargs are separate input-preparation bugs." + "reason": "DAC forward/from_latents mismatch is unrelated to a GraniteSpeech CI test issue." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma 4 token-type defaults and Qwen2.5-VL temporal position-id scaling are different multimodal bugs." + "reason": "Gemma 4 missing mm_token_type_ids defaults and Qwen2.5-VL still-image temporal scaling are different multimodal bugs." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but one targets pipeline removals in summarization/translation docs and the other is a TextClassificationPipeline docs mismatch." + "reason": "Both are docs problems, but one is about pipeline() removal examples and the other about return_all_scores wording; not the same change." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet-Turbo processor size mismatch and LwDetrImageLoss AMP crash are unrelated detection bugs." + "reason": "OmDet-Turbo input-size mismatch and LwDetrImageLoss AMP crash are distinct detection-model bugs." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "gather_for_metrics dropping tuple labels and BeitImageProcessorFast reduce_labels returning only one label are different label-handling defects." + "reason": "Metric gathering dropping tuple labels and BeitImageProcessorFast reduce_labels truncation are different label-handling paths." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failure affect different models and code paths." + "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile SDPA failure are unrelated." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Removal of is_torch_fx_available breaking trust_remote_code and a missing is_falcon_mamba_ssm_available helper are separate utility-API regressions." + "reason": "Missing is_torch_fx_available and missing is_falcon_mamba_ssm_available are different utility/API issues." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and FP8 inference on B200 are distinct failure modes." - }, - { - "left": "issue:44857", - "right": "issue:45593", - "accept": false, - "reason": "AMP/CUDA crash in LwDetrImageLoss and missing auxiliary losses in D-FINE are unrelated training issues." + "reason": "A800 cudaErrorAssert under auto device mapping is unrelated to FP8 inference failure on B200." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent forward mismatch and qwen3_omni_moe helper length computation behave in different subsystems." + "reason": "DAC latent mismatch and qwen3_omni_moe feature-length helper behavior are different code paths." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "LASR feature extractor center-arg crash and Whisper empty-transcription failure after align_special_tokens are separate audio regressions." + "reason": "AMP/CUDA crash in LwDetrImageLoss and missing auxiliary losses in D-FINE are separate training bugs." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "AutoModelForCausalLM.from_config unwrapping composite Qwen text_config and CLIP text-model structure inconsistency are different model-construction issues." + "reason": "Unsupported center argument in LasrFeatureExtractor and Whisper empty-transcription generation failure are unrelated." }, { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "A stale model.config.dtype after from_config and TimesFM window_size AttributeError are unrelated configuration bugs." + "reason": "Stale config dtype after from_config and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "CPU offload device mismatch in bark-small and qwen3_omni_moe feature-length helper behavior are not the same issue." + "reason": "Unwrapping text_config for composite Qwen multimodal configs and CLIP text-model structural inconsistency are different model-API issues." } ] }, @@ -8907,10 +8929,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:28282", "issue:29127", @@ -8962,6 +8984,7 @@ "issue:46566" ], "soft_pairs": [ + "issue:43606|issue:45083", "issue:45520|issue:46170", "issue:38175|issue:45412", "issue:37428|issue:43425", @@ -8977,9 +9000,9 @@ "issue:43720|issue:44112", "issue:29127|issue:32090", "issue:43335|issue:45083", + "issue:37428|issue:44351", "issue:43335|issue:44112", "issue:43335|issue:45593", - "issue:37428|issue:44351", "issue:44514|issue:44521", "issue:45588|issue:45859", "issue:45290|issue:46326", @@ -8992,214 +9015,220 @@ "issue:43819|issue:44493", "issue:43606|issue:44857" ], - "prepared_review_unit_hash": "38f82adf58d25021954254e401546ad657d7bf0811a3f913f61c29ea15664116", + "prepared_review_unit_hash": "93eba44a1a4b4e253a411fef52a577c7a6b675d7831c234bd63db62ac7c2a8a6", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36587, - "estimated_input_tokens": 9147, - "estimated_eval_tokens": 18550 + "soft_pair_count": 30, + "serialized_chars": 36887, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated issue reports. The only clear duplicate pair is the repeated Qwen3.5 MoE `from_pretrained` failure; the rest share at most a broad subsystem or API surface.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45310 is the earliest and clearest report of the duplicated Qwen3.5 MoE `from_pretrained` error, with issue:45478 appearing to be the same bug reposted later.", + "summary": "The cluster is largely heterogeneous; most soft matches are false positives across different bugs. The only clear duplicate pair is the Qwen3.5 MoE from_pretrained error (45310/45478).", + "confidence": 0.92, + "canonical_issue_reason": "issue:45310 is the earliest and more detailed report of the exact same Qwen3.5 MoE from_pretrained failure as issue:45478.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best representative issue because it directly names the concrete failure and matches the duplicate later report exactly.", + "best_issue_reason": "issue:45310 is the best representative issue in the cluster because it is the clearest, earliest, and most complete duplicate target for the only true duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different bugs: CPU offload device mismatch in bark-small vs qwen3_omni_moe feature-length helper behavior." + }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Both are import/dependency failures, but they affect different platforms and code paths (`flash_attn` lookup vs torch.distributed on Windows/ROCm)." + "reason": "Both are import-related, but one is a Python 3.13 flash_attn KeyError and the other is a Windows ROCm torch.distributed dependency error." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Completely different bugs: unexpected probabilities in SigLIP2 vs RT-DETR memory not being released." + "reason": "Unrelated symptoms and components: SigLIP2 zero probabilities vs RT-DETR memory not being released." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Both mention loading/import problems, but one is a missing internal import and the other is a Torch version compatibility issue." + "reason": "Both mention loading/version issues, but one is a missing internal flash attention symbol and the other is Torch 2.10 compatibility." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Different components and failures: SwitchTransformers sparse-layer construction vs BigBirdTokenizer special-token registration." + "reason": "Different models and failures: SwitchTransformers sparse-layer config bug vs BigBirdTokenizer special-token registration issue." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Unrelated CI/runtime failures in different models and subsystems; not the same underlying bug." + "reason": "Different areas: torch.compile/SDPA model failure vs a stale CI test for GraniteSpeech device override." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention test failures and Trainer `_gpu_broadcast_one` TypeError are distinct issues." + "reason": "Both are test/runtime failures, but Flash Attention 2 test failures are unrelated to Trainer NoneType broadcast errors." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "PyTorch missing for `AutoModel` and a MacOS bus error with a community CLIP model are different problems." + "reason": "Different environments and root causes: missing PyTorch import vs MacOS bus error with a community CLIP model." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Both are model-loading errors, but one is about `base_model_prefix` and the other is a weight-shape mismatch; different root causes." + "reason": "Both are model-loading problems, but one is a base_model_prefix regression and the other is a Qwen3-VL weight-shape mismatch." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different failures in different models: Pegasus output drift across versions vs Qwen3 recurrent-state reset with cache." + "reason": "Different model behavior regressions: Pegasus v4/v5 output drift vs recurrent state reset in modular_qwen3_5." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer bug and BEiT legacy-field loading failure are unrelated." + "reason": "Different bugs in different model families: SwitchTransformers config creation vs BEiT legacy-field loading failure." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 `IndentationError` from torchscript parsing and a qwen3_omni_moe helper length issue are unrelated." + "reason": "Python 3.13 indentation/script parsing issue in DebertaV2Model is unrelated to qwen3_omni_moe feature-length computation." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift in evaluate and a pipeline translation-task warning are unrelated." + "reason": "Different issues: embedding dtype drift during eval vs pipeline translation-task error messaging." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight loading and a GraniteSpeech stale-device CI test are different bugs." + "reason": "BitNet packed-weight loading is unrelated to GraniteSpeech CI device-override flakiness." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity and a Trainer broadcast TypeError are not the same issue." + "reason": "LayoutLMv3 error clarity and Trainer broadcast NoneType are separate bugs." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Different models and behavior; no shared concrete bug." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to qwen3_omni_moe output-length helper behavior." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Sparse-layer config bug vs stale device override test failure are unrelated." + "reason": "Different import failures: missing flash support symbol vs cannot import HybridCache." }, { "left": "issue:43335", - "right": "issue:45593", + "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Different models and failure modes; no shared underlying code path." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Different import errors: missing flash-attn helper vs missing `HybridCache` export." + "reason": "SwitchTransformers config bug is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both involve `apply_chat_template`, but one is a batched-input crash with `padding=False` while the other is all-zero assistant masks; similar area, not clearly the same bug." + "reason": "Both involve chat templates, but one crashes on batched padding=False and the other returns all-zero assistant masks for multimodal inputs." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Different flash-attention/offload problems affecting different models and code paths." + "reason": "Different flash-attention-related failures: sink-less s_aux=None crash vs CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both are chat-template issues, but one is about tool-call messages with no content and the other is `continue_final_message` behavior in `mistral_common` tokenizers." + "reason": "Both touch apply_chat_template, but tool-call/no-content crashes and continue_final_message tokenizer behavior are different bugs." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Missing chat template support and DiffusionGemma staying on `meta` with `device_map='auto'` are unrelated." + "reason": "No common underlying bug: missing chat template vs DiffusionGemma weights staying on meta under device_map=auto." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Model loading breakage for Llama 3.2 Vision and embedding reinitialization after resize are distinct bugs." + "reason": "Different loading/training issues: Llama 3.2 Vision load regression vs embedding reinitialization after resize_token_embeddings." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/vocabulary-tie model collapse and the 2^24 category limit error are unrelated." + "reason": "Unrelated failures: LoRA merge collapse with extended vocab vs category-count upper-bound runtime error." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "A trailing-slash local-path warning and a GLM-4.7-Flash unit-test loading failure are different issues." + "reason": "A trailing-slash import warning is not the same as a GLM-4.7-Flash model-loading failure in unit tests." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 token-type IDs defaulting and a flash-attention crash on sink-less models are unrelated." + "reason": "Gemma 4 mm_token_type_ids defaulting and flash_attention sink-less crash are different code paths." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "These are the same reported bug: identical Qwen3.5 MoE `from_pretrained` failure with the same title and symptom." + "reason": "Same concrete bug: both report the Qwen3.5 MoE from_pretrained error on transformers>=5.4.0; 45478 is a duplicate of 45310." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC forward/from_latents mismatch and unexpected position-id keys across many models are unrelated." + "reason": "DAC forward/from_latents mismatch is unrelated to position-id unexpected-key behavior." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch in Bark and AMP/CUDA crash in LwDetrImageLoss are different code paths and bugs." + "reason": "Both mention device/mixed-precision issues, but they affect different models and failure mechanisms." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The canonical duplicate pair 45310/45478 is clearly supported by the identical titles and high similarity, and the other soft-edge rejections do not overclaim. No PR-pair issue is present." + "feedback": "Grounded in the packet. The only clearly duplicated pair is issue:45310 / issue:45478, and the other soft-edge rejections stay appropriately conservative." }, "evaluator_used": true, "retried": false, @@ -9215,10 +9244,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:10000", "issue:15354", @@ -9272,8 +9301,8 @@ "soft_pairs": [ "issue:44448|issue:44779", "issue:39692|issue:43526", - "issue:44617|issue:46697", "issue:26413|issue:31501", + "issue:44617|issue:46697", "issue:28218|issue:32090", "issue:45459|issue:46234", "issue:39692|issue:44493", @@ -9284,231 +9313,231 @@ "issue:42490|issue:43575", "issue:43550|issue:45083", "issue:44360|issue:44561", - "issue:29942|issue:35141", "issue:38175|issue:44493", + "issue:29942|issue:35141", "issue:27957|issue:34689", "issue:29870|issue:32090", "issue:44448|issue:44977", "issue:43278|issue:43329", "issue:45920|issue:46192", "issue:40444|issue:43526", - "issue:44977|issue:45229", - "issue:10000|issue:15354", "issue:45290|issue:45381", + "issue:10000|issue:15354", + "issue:44977|issue:45229", "issue:43278|issue:43381", "issue:44855|issue:46399", "issue:44857|issue:45588", "issue:29870|issue:33290", "issue:45290|issue:46655" ], - "prepared_review_unit_hash": "3705e995f0287442f5f0600ff64aaaf1f68d78d120011d59000216d3fb8446bf", + "prepared_review_unit_hash": "7c7be759616b429e6a97d1092d6de99e4f011339c47ccdb71ba1d4ff01df893c", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36754, - "estimated_input_tokens": 9189, - "estimated_eval_tokens": 18634 + "serialized_chars": 36757, + "estimated_input_tokens": 9190, + "estimated_eval_tokens": 18636 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose bag of unrelated issue reports with only superficial overlap in wording (regressions, tokenizer/model bugs, OOMs, attention, dtype, etc.). None of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue: the items span many different subsystems and failure modes, and the soft pairs are only loosely similar by topic or symptom.", + "summary": "This cluster is heterogeneous: the soft pairs span unrelated model, tokenizer, training, and inference bugs. I reject all soft edges. If one issue must represent the cluster, 45920 is the broadest regression-style tokenizer issue affecting multiple models.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45920 is the broadest and most central bug report here: it describes a v5 tokenizer regression impacting multiple model families, so it is the best single representative issue.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good representative duplicate target because the cluster is heterogeneous rather than a true duplicate group.", + "best_issue_reason": "issue:45920 is the strongest global issue candidate because it is broad, regression-oriented, and already framed as affecting multiple models, unlike the narrower single-model bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer/output regressions, but they involve different models and different failure symptoms." + "reason": "Both are tokenizer/output regressions, but they affect different models and different failure modes (Pegasus v4/v5 output drift vs DeepSeek tokenizer IDs)." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "One is a SigLIP2 doc-example issue; the other is a BEiT image processor bug. Different code paths." + "reason": "SigLIP2 documentation example errors and BEiTImageProcessorFast label reduction are unrelated bugs in different code paths." }, { - "left": "issue:44617", - "right": "issue:46697", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "CUDA OOM in Sam3Video is unrelated to over-padding in the Swin2SR image processor." + "reason": "Both mention training startup/resume behavior, but one is an empty epoch iterator on resume and the other is FineWeb SLM training not starting; not the same bug." }, { - "left": "issue:26413", - "right": "issue:31501", + "left": "issue:44617", + "right": "issue:46697", "accept": false, - "reason": "Both affect training startup, but the checkpoint resume iterator bug is distinct from FineWeb SLM training not starting." + "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR over-padding in an image processor." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to a Trainer broadcast TypeError." + "reason": "Tokenizer spacing after added tokens and Trainer GPU broadcast NoneType errors are different subsystems and failure modes." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf error hiding is unrelated to a missing import_utils symbol." + "reason": "One is tokenizer error masking when protobuf is missing; the other is a missing import utility symbol. Different bugs." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Doc-example errors for SigLIP2 do not match the position-id key mismatch regression." + "reason": "A broken SigLIP2 docs example is unrelated to unexpected position-id key warnings across models." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Feature extractor center-arg crash and Gemma4 PLE device mismatch are different bugs." + "reason": "These are distinct: feature-extractor center-arg crash vs Gemma4 device-map forward mismatch." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe helper length behavior." + "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length helper behavior are not the same underlying issue." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Different precision-related failures in different components; not the same bug." + "reason": "Both involve precision/dtype problems, but they hit different models and code paths; not mergeable as one fix." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer GPU broadcast failure and MacOS bus error are unrelated." + "reason": "NoneType GPU broadcast failure and MacOS bus error in CLIP loading are unrelated." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path import warning is unrelated to tensor-parallel OOM on Qwen2-57B." + "reason": "Local-path import warning and Qwen2-57B tensor-parallel OOM are unrelated." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure is unrelated to a helper function length calculation bug." + "reason": "torch.compile/SDPA failure in Bamba and qwen3_omni_moe feature-length logic are unrelated." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "Missing ReLU in DSA indexer and removed utility breaking trust_remote_code are different issues." + "reason": "A missing ReLU in DSA indexer and removal of is_torch_fx_available breaking trust_remote_code are different issues." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Flash Attention 2 test failures are not the same as embedding reinitialization after resize." + "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are different bugs." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is distinct from unexpected position-id key warnings." + "reason": "Failing Flash Attention 2 tests and embedding reinitialization after resize are unrelated." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision model loading are unrelated." + "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 Vision loading breakage are unrelated." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "Unbound decoder_attention_mask in generate() is unrelated to NoneType broadcast errors in Trainer." + "reason": "Bart generate decoder_attention_mask assignment bug is unrelated to Trainer GPU broadcast NoneType handling." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Both are generation regressions, but for different models and different underlying failures." + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation failures are different code paths." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Dtype drift in evaluation is unrelated to undefined video-branch helper variables." + "reason": "Dtype drift between train/eval and undefined video-branch helper symbols are unrelated." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Wrong tokenizer IDs and return_tensors being ignored are different tokenizer API bugs." + "reason": "Both concern tokenizer behavior, but one is wrong token IDs across multiple models while the other is return_tensors being ignored with explicit text_kwargs; not the same bug." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Multi-image iterable dataset finetuning failure is unrelated to BEiT label reduction behavior." + "reason": "Qwen2.5-VL iterable multi-image finetuning failure and BEiT label reduction bug are unrelated." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Flash-attention generation issue and multi-GPU OOM are not the same bug." + "reason": "Chat template crashes on tool-call assistant messages and Qwen2.5-VL video position IDs are different failures." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "Old DistilBERT issue and GeneratorExp torch.jit.script export failure are unrelated." + "reason": "German DistilBertModel issue and torch.jit GeneratorExp export limitation are unrelated." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "Chat template crashes with tool-call messages are unrelated to qwen2.5-vl video position-id issues." + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM are unrelated." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Eval dtype change and gradient checkpointing in eval mode are different problems." + "reason": "Embedding dtype drift in eval and gradient checkpointing being disallowed in eval mode are distinct problems." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Both mention parser/registration failures, but they are different models and different code paths." + "reason": "Python 3.13 IndentationError from a comment between decorator and def and a missing decorator registration are not the same bug." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "float16 AMP crash in LwDetrImageLoss is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "AMP/CUDA crash in LwDetrImageLoss is unrelated to flash_attention AttributeError on s_aux=None." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "Generation masking bug and adafactor/deepspeed OOM are unrelated." + "reason": "Bart generation mask bug and Adafactor/deepspeed OOM are unrelated." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Chat-template tool-call crash and video padding miscalculation are different issues." + "reason": "Chat template/tool-call crash and SmolVLM video padding calculation are different issues." } ] }, @@ -9527,16 +9556,14 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:25251", "issue:29127", "issue:29870", - "issue:29942", - "issue:30064", "issue:32090", "issue:33290", "issue:33357", @@ -9560,9 +9587,11 @@ "issue:43927", "issue:43976", "issue:44186", + "issue:44206", "issue:44361", "issue:44448", "issue:44466", + "issue:44479", "issue:44561", "issue:44568", "issue:44743", @@ -9589,17 +9618,17 @@ "issue:43873|issue:45229", "issue:44448|issue:44466", "issue:25251|issue:32090", - "issue:42490|issue:43873", "issue:43976|issue:45440", + "issue:42490|issue:43873", "issue:45588|issue:45823", "issue:44568|issue:45491", "issue:43278|issue:43575", "issue:41720|issue:45229", "issue:44977|issue:45563", - "issue:33357|issue:39692", "issue:43381|issue:43701", - "issue:29127|issue:34567", + "issue:33357|issue:39692", "issue:44871|issue:44977", + "issue:29127|issue:34567", "issue:45198|issue:45803", "issue:43653|issue:44743", "issue:44361|issue:45198", @@ -9609,204 +9638,204 @@ "issue:29870|issue:34689", "issue:42915|issue:42994", "issue:43412|issue:45588", - "issue:29942|issue:30064" + "issue:44206|issue:44479" ], - "prepared_review_unit_hash": "de63b0acb11482ede6212c4f7b42c338b3f5f862a4638cd596fe64fa9f0946f9", + "prepared_review_unit_hash": "70109cfefee97b942c779214500d59d2771e5bcc19a741c7cadc43908da28757", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36204, - "estimated_input_tokens": 9051, - "estimated_eval_tokens": 18358 + "serialized_chars": 36299, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is broadly heterogeneous: it mixes tokenizer bugs, training/eval issues, quantization/offloading, model-loading regressions, and documentation examples. The soft-similarity pairs are mostly same-subsystem but different root causes, so none are safe duplicate merges.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue for the whole cluster: the items span many unrelated regressions and user-facing failures, so there is no safe single duplicate target.", + "summary": "The cluster is a grab-bag of mostly unrelated issue reports; none of the soft pairs look like true duplicates or the same underlying bug.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45698 is the best anchor: it is an open, concrete save/load custom-module regression with clear user impact and some inbound references, while the rest of the set is much more heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the strongest anchor among the set: it is open, recent, and highly discussed, and it concerns a concrete save_pretrained/from_pretrained deserialization regression.", + "best_issue_reason": "issue:45698 is the strongest single issue to represent the cluster because it has a specific reproducible failure and the broadest save/load relevance among these otherwise unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load behavior, but one is about custom token IDs being lost while the other is about loading the wrong custom module; different underlying bugs." + "reason": "Both involve save/load behavior, but 43927 is a config/token-ID loss bug and 45698 is custom-module resolution after save_pretrained." }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Completely unrelated failures: a flash-attention import error versus missing TensorFlow backend in an install extra." + "reason": "One is a flash-attention import error; the other is a package/backend install issue." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Different code paths and symptoms: trainer broadcast NoneType error versus Deepspeed+Adafactor OOM." + "reason": "Trainer broadcast NoneType vs Adafactor OOM in DeepSpeed are different failure modes." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Unrelated regressions: removal of a Torch FX availability helper versus a tokenizer output correctness issue." + "reason": "One is a v5 API removal breaking trust_remote_code; the other is a tokenizer regression in DeepSeek." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Both mention memory/offloading, but one is a quantization offloading behavior issue while the other is a model-specific multi-GPU CUDA OOM." + "reason": "Quantization offloading vs multi-GPU OOM are distinct memory/inference issues." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Both are v5 regressions, but one is output drift for a seq2seq model and the other is tied-weight serialization varying by device." + "reason": "Pegasus output regression vs lm_head serialization inconsistency are different code paths." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "No overlap beyond being runtime bugs; pipeline top_k nesting and trainer GPU broadcast failure are unrelated." + "reason": "Pipeline top_k nesting bug vs Trainer GPU broadcast error are unrelated." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Local-path warning on load and quantization offloading malfunction are different problems with no shared failing code path." + "reason": "Python version compatibility vs DeepSeekV3MoE implementation divergence are unrelated." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Python version support breakage and DeepSeek implementation divergence are unrelated." + "reason": "Local-path trailing-slash warning vs quantization offloading are unrelated." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Both are model-forward issues, but one is a flash-attention sink-related attribute error and the other is a device placement mismatch in Gemma4." + "reason": "Flash-attention s_aux=None crash vs Gemma4 PLE device mismatch are different forward-path bugs." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are different bugs with different components." + "reason": "Tokenizer special-token handling vs Gemma3 NaN embeddings are unrelated." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Embedding dtype drift in eval and tensor-parallel OOM are different issues." + "reason": "Train/eval dtype drift vs TP OOM are different issues." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Different failure modes and models: auto device mapping assert versus multi-GPU OOM." + "reason": "Qwen3 auto device-map assert vs Gemma4 multi-GPU OOM are unrelated model-specific failures." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation failure and a stale warning in paged generate are not the same bug." - }, - { - "left": "issue:33357", - "right": "issue:39692", - "accept": false, - "reason": "MacOS bus error on a CLIP model and a SigLIP2 documentation/example problem are unrelated." + "reason": "Qwen3.5 flash-attention generation bug vs paged-generate warning are unrelated." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction and resume-from-checkpoint key mismatch are different checkpointing issues." + "reason": "Eval/gradient-checkpointing restriction vs resume_from_checkpoint key mismatch are unrelated." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "A LayoutLMv3 error-message clarity problem is unrelated to TrainerState token accounting." + "reason": "MacOS CLIP bus error vs SigLIP2 docs/example errors are different failures." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma3 eos_token_id config mismatch and Qwen3.5 flash-attention generation failure are different model/config bugs." + "reason": "Gemma eos_token_id mismatch vs Qwen3.5 flash-attention regression are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-handling clarity vs TrainerState token counting are unrelated." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failures and a bare-except in Fuyu tensor conversion are separate preprocessing/save bugs." + "reason": "Wav2Vec2 save/tokenization failure vs Fuyu tensor-conversion exception handling are different preprocessing bugs." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "Tokenizer special-token registration and Qwen3 recurrent-state caching are unrelated." + "reason": "BigBird special-token registration bug vs Qwen3.5 recurrent-state reset are unrelated." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "Both involve tokenizers, but one is an AttributeError in MLuke and the other is Wav2Vec2 save_pretrained/tokenization failure." + "reason": "MLuke tokenizer AttributeError vs Wav2Vec2 save/tokenization failure are unrelated." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer/model families and different failure points; not the same underlying bug." + "reason": "LayoutLMv2 NER/padding crash vs Wav2Vec2 save/tokenization failure are unrelated." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma4 processor import failure and flash-attention s_aux handling are unrelated." + "reason": "Gemma4 processor import failure vs flash-attention s_aux=None crash are unrelated." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "Base-model-prefix loading regression and rope-validation TypeError are distinct configuration/deserialization bugs." + "reason": "base_model_prefix loading breakage vs rope-validation list TypeError are unrelated." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "Bart generate() unbound local error and Llama 3.2 Vision model-loading breakage are unrelated." + "reason": "BART generation attention-mask bug vs Llama 3.2 model-loading regression are different code paths." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Both touch quantization, but one is inference with FineGrainedFP8Config and the other is saving quantized models; different code paths." + "reason": "FineGrainedFP8Config load failure vs quantized model saving failure are distinct quantization bugs." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Executorch export support issues are unrelated to flash-attention sink handling." + "reason": "Executorch export guard/erfinv issue vs flash-attention s_aux=None crash are unrelated." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + "reason": "Feature-extractor center-arg regression vs Qwen video-input regression are different preprocessing paths." } ] }, @@ -9825,13 +9854,15 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:27957", "issue:29127", + "issue:29942", + "issue:30064", "issue:33290", "issue:33357", "issue:34689", @@ -9853,13 +9884,11 @@ "issue:43931", "issue:43994", "issue:44186", - "issue:44206", "issue:44265", "issue:44279", "issue:44387", "issue:44442", "issue:44462", - "issue:44479", "issue:45072", "issue:45198", "issue:45245", @@ -9879,10 +9908,10 @@ "issue:46693" ], "soft_pairs": [ - "issue:44206|issue:44479", "issue:45372|issue:45406", - "issue:43653|issue:44442", + "issue:29942|issue:30064", "issue:43756|issue:45440", + "issue:43653|issue:44442", "issue:45491|issue:46693", "issue:43065|issue:45412", "issue:29127|issue:33357", @@ -9891,261 +9920,254 @@ "issue:43065|issue:43994", "issue:44265|issue:45198", "issue:43575|issue:43701", - "issue:45372|issue:45459", "issue:43066|issue:44462", + "issue:45372|issue:45459", "issue:45440|issue:45593", "issue:29127|issue:35141", "issue:42490|issue:43381", - "issue:43994|issue:45412", "issue:45412|issue:46369", + "issue:43994|issue:45412", "issue:43421|issue:45491", "issue:43575|issue:44387", "issue:44442|issue:45072", "issue:43526|issue:45834", "issue:42915|issue:43931", "issue:43526|issue:46693", - "issue:43824|issue:44279", - "issue:43526|issue:44186", "issue:27957|issue:29127", + "issue:43526|issue:44186", + "issue:43824|issue:44279", "issue:46121|issue:46399", - "issue:43994|issue:46369", "issue:27957|issue:33290", + "issue:43994|issue:46369", "issue:43334|issue:43531", - "issue:33290|issue:34689", - "issue:33290|issue:35141" + "issue:33290|issue:34689" ], - "prepared_review_unit_hash": "9c25431b1ac5535b867eee08e468b4a06a7bd851daffad920f63502677ac5287", + "prepared_review_unit_hash": "fa02133ad5ded0e89f7bada7825209ff17816c3a1acf5d0e06fa79d94c1dd80e", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 37327, - "estimated_input_tokens": 9332, - "estimated_eval_tokens": 18920 + "soft_pair_count": 33, + "serialized_chars": 36933, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: these issues cover unrelated models, loaders, memory regressions, tokenizer behavior, and framework/version breakages. The soft links are mostly title-level similarity only, so none should be merged as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is a grab bag of unrelated Transformers issues. The shared words are mostly superficial (e.g. Flash Attention, Qwen, tokenizer, memory), but the underlying bugs and code paths differ, so none of the soft pairs should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items span many unrelated subsystems and failure modes, so there is no single report that safely represents the cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue is a strong cluster representative because the set is heterogeneous rather than one underlying bug with variants.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44206", - "right": "issue:44479", - "accept": false, - "reason": "Both are regressions, but one is a feature extractor crash and the other is a video-input regression across different Qwen model families; not the same bug." - }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both involve Gemma 4 processor loading, but one is an upstream import dependency failure and the other is a missing processor attribute in serve; different code paths." + "reason": "Different root causes: a dependency/import failure in Gemma processor loading vs a missing _tokenizer attribute in transformers serve." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Tokenizer-related, but one is a BigBird special-token decode bug and the other is AutoTokenizer failing to load a specific tokenizer class; not the same issue." + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated bugs." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Both mention model behavior discrepancies, but Smollm3 RoPE-layer configuration and DeepseekV3MoE divergence are distinct model implementations." + "reason": "Both concern model implementation mismatches, but they affect different models and code paths; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer special-token registration bug vs AutoTokenizer failing to load a specific tokenizer; different failure modes." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "Both mention attention/performance, but one is NaNs from sliding-window padding and the other is a FA2 long-context performance regression; different failure modes." + "reason": "One is a NaN correctness bug with sliding-window attention, the other is a performance regression with FA2 long-context generation." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Memory-related titles only; Sam3PixelDecoder dummy Conv2d and RT-DETR GC memory release are unrelated subsystems and bugs." + "reason": "SAM3 pixel decoder dummy layer and RT-DETR memory leak are unrelated issues." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "Different error surfaces: clearer LayoutLMv3 box validation messaging vs a MacOS bus error loading a CLIP model." + "reason": "LayoutLMv3 error messaging and a CLIP bus error on macOS are not the same problem." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Both touch tokenizer/error handling, but one hides protobuf decode errors while the other is about leftover dummy classes and repo checks." + "reason": "Tokenizer protobuf exception handling and leftover dummy class cleanup are unrelated." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count runtime error and stale warning in paged generate() are unrelated issues." + "reason": "Category-limit RuntimeError vs stale generate warning; no shared code-path bug." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Dummy layer in Sam3PixelDecoder vs nonsensical SigLIP2 outputs; different models and symptoms." + "reason": "Different models and failures: dummy Conv2d in SAM3PixelDecoder vs SIGLIP2 loading/inference nonsense." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export with torch_compilable_check is an exportability issue; Wav2Vec2 save/tokenization failure is a separate model I/O bug." + "reason": "torch.export failure with torch_compilable_check and Wav2Vec2 save/tokenization failure are distinct issues." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Both mention checkpoint/loading workflows, but tensor-parallel OOM and resume_from_checkpoint key mismatch are different problems." + "reason": "TP OOM when loading a large Qwen2 model vs resume_from_checkpoint key mismatch are unrelated." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Gemma 4 processor import failure and tokenizer protobuf error masking are unrelated." + "reason": "Both involve tokenizer infrastructure, but one is the wrong decoder type and the other ignores tokenizer.json; different bugs." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Wrong decoder type in v5 versus AutoTokenizer ignoring tokenizer.json; both tokenizer-related but distinct loading behaviors." + "reason": "Dependency import failure in Gemma processor loading vs protobuf-missing tokenizer error masking are different paths." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss omission are unrelated model bugs." + "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss behavior are unrelated model bugs." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "Error-message clarity for LayoutLMv3 boxes vs embedding reinitialization on resize are different components and fixes." + "reason": "LayoutLMv3 box-clarity issue and embedding reinit after resize are unrelated." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Local path import warning and gradient-checkpointing eval-mode restriction are unrelated API behaviors." + "reason": "Trailing-slash import warning and gradient-checkpointing in eval mode are unrelated." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:45412", + "right": "issue:46369", "accept": false, - "reason": "SigLIP2 loading/pipeline output issue and RT-DETR memory leak are different model/runtime bugs." + "reason": "Both mention memory, but one is a model deletion leak and the other is inference memory overflow; different causes." }, { - "left": "issue:45412", - "right": "issue:46369", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Both are memory-related, but one is GC/release behavior and the other is an outright model memory overflow; not the same issue." + "reason": "SIGLIP2 inference failure and RT-DETR memory leak are unrelated." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "TokenizerBackend post-processor update and Gemma3 NaNs from sliding-window attention are unrelated features." + "reason": "Tokenizer post-processor update bug and Gemma3 NaN embeddings are unrelated." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Tensor-parallel OOM for Qwen2-57B and int4 CUDA reserved-memory regression are separate memory problems with different triggers." + "reason": "OOM from tensor parallel loading and int4 reserved-memory regression are both memory issues but not the same bug." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading failure and dtype mismatches in bfloat16 inference are not the same code path." + "reason": "Tokenizer loading failure and dtype mismatch inference failures are unrelated." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BEiTImageProcessorFast label reduction bug and Kosmos2.5 OCR index error are unrelated preprocessing/model issues." + "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 OCR index error are unrelated." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different Qwen model families and failures." + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different model/config issues." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "Fast image-processor label handling and FA2 long-context generation regression are unrelated." + "reason": "Label reduction bug in BeitImageProcessorFast vs FA2 long-context performance regression; unrelated." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:27957", + "right": "issue:29127", "accept": false, - "reason": "Import error for Qwen2_5_VL class and a generic dependency issue are too vague to be the same bug." + "reason": "XLMRoberta Flash Attention 2 support and LayoutLMv3 error-handling clarity are unrelated." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "BEiT fast processor label reduction and LayoutLMv2 tokenizer crashes are different tokenization/image-processing bugs." + "reason": "BeitImageProcessorFast label reduction and LayoutLMv2Tokenizer NER/padding crashes are unrelated." }, { - "left": "issue:27957", - "right": "issue:29127", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "XLM-RoBERTa Flash Attention 2 support and LayoutLMv3 error messaging are unrelated." + "reason": "Qwen2.5-VL import error and a generic dependency issue are not the same bug." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "RoPE validation TypeError and Qwen3.5 kernel registration crash are different configuration/runtime failures." + "reason": "Rope-parameter TypeError and Qwen3.5 kernel-registration ValueError are different validation paths." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:27957", + "right": "issue:33290", "accept": false, - "reason": "SigLIP2 inference corruption and sam3-litetext memory overflow are different models and symptoms." + "reason": "Flash Attention 2 support for XLMRoberta and Adafactor/deepspeed OOM are unrelated." }, { - "left": "issue:27957", - "right": "issue:33290", + "left": "issue:43994", + "right": "issue:46369", "accept": false, - "reason": "Flash Attention 2 support for XLM-RoBERTa and Adafactor OOM in deepspeed are unrelated issues." + "reason": "SIGLIP2 inference problems and SAM3-litetext memory overflow are unrelated." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id on Qwen3-VL config and sliding_window issue on Qwen3-MoE are different configuration bugs." + "reason": "Both are Qwen3-family issues, but one is a missing pad_token_id and the other is a sliding-window bug; not the same concrete defect." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Adafactor/deepspeed OOM and Llama 3.2 Vision model loading breakage are unrelated." - }, - { - "left": "issue:33290", - "right": "issue:35141", - "accept": false, - "reason": "Optimizer OOM and embedding reinitialization on resize are different failure classes and code paths." + "reason": "Adafactor/deepspeed OOM and Llama 3.2 Vision model-loading regression are unrelated." } ] }, @@ -10164,13 +10186,15 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:27957", "issue:29870", + "issue:33290", + "issue:35141", "issue:42175", "issue:42490", "issue:43262", @@ -10196,13 +10220,11 @@ "issue:44514", "issue:44743", "issue:44811", - "issue:44855", "issue:44871", "issue:44898", "issue:44913", "issue:44977", "issue:45003", - "issue:45137", "issue:45245", "issue:45250", "issue:45325", @@ -10220,6 +10242,7 @@ ], "soft_pairs": [ "issue:45250|issue:46640", + "issue:33290|issue:35141", "issue:45588|issue:45600", "issue:43761|issue:45859", "issue:43381|issue:43873", @@ -10227,14 +10250,14 @@ "issue:43646|issue:44077", "issue:43262|issue:44206", "issue:44977|issue:45245", - "issue:44442|issue:44898", "issue:44743|issue:44811", + "issue:44442|issue:44898", "issue:42490|issue:44743", - "issue:43720|issue:44442", "issue:45003|issue:45440", + "issue:43720|issue:44442", "issue:42175|issue:46234", - "issue:27957|issue:29870", "issue:43316|issue:43525", + "issue:27957|issue:29870", "issue:43723|issue:45479", "issue:43493|issue:43827", "issue:44077|issue:44479", @@ -10243,210 +10266,206 @@ "issue:43873|issue:44871", "issue:43761|issue:44079", "issue:43643|issue:44913", - "issue:43749|issue:43931", - "issue:44855|issue:45137", - "issue:43316|issue:45759" + "issue:43316|issue:45759", + "issue:43749|issue:43931" ], - "prepared_review_unit_hash": "d78134fcc64b34621bfb464a620d73c33515f756cdda90ad6a5e4090cd019865", + "prepared_review_unit_hash": "4dc90299678feb9b5c53d2cf7affcf9d791e127ddd6c35ddc585f63c38146499", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35895, - "estimated_input_tokens": 8974, - "estimated_eval_tokens": 18204 + "serialized_chars": 35858, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous and does not form one coherent duplicate cluster. The only plausible duplicate edge is the two Flash Attention 2 reports; everything else appears to be unrelated or at best the same broad subsystem, not the same concrete bug.", - "confidence": 0.72, - "canonical_issue_reason": "No single canonical issue fits the whole cluster cleanly because the items span many unrelated bugs. If forced to anchor the cluster, issue:46640 is the best flash-attention-specific candidate, with issue:45250 being the broader/generic sibling.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue:46640 is the strongest single issue candidate overall only because it is the most actionable flash-attention report in the set; the rest of the issues are not close enough to justify a broader canonical choice.", - "best_pr_reason": null, + "summary": "This cluster is heterogeneous: most items are unrelated regressions or feature issues, and none of the soft pairs look like the same underlying bug/change. The only vaguely overlapping themes (Flash Attention, Qwen/VL, config/load-path regressions) are still concrete enough to stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue cleanly fits the whole cluster because the items span many unrelated bugs; the closest broad anchor is the generic Flash Attention report.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "issue:46640 is the broadest and most generic issue in the only loosely related subtheme (Flash Attention), so it is the best representative anchor if one must be chosen.", + "best_pr_reason": "No pull requests are present in this cluster.", "soft_edge_verdicts": [ { "left": "issue:45250", "right": "issue:46640", - "accept": true, - "reason": "Both are generic Flash Attention 2 reports and appear to target the same underlying topic/subsystem; no conflicting specifics are visible." + "accept": false, + "reason": "Both mention Flash Attention 2, but one is a generic title and the other is an issue-specific report; they do not describe the same concrete failure path." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Adafactor/DeepSpeed OOM and embedding resize/reinit are unrelated bugs in different code paths." }, { "left": "issue:45588", "right": "issue:45600", "accept": false, - "reason": "Both mention internal modules, but they describe different failures in different files and different code paths." + "reason": "One is a flash_attention runtime AttributeError; the other is a broken auto_mappings reference to removed configs. Different subsystems and failures." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "Different models and different failures: CLIPVision hidden_states regression vs Qwen3_5Moe CPU offload incompatibility." + "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are distinct model-specific issues." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Eval-mode gradient checkpointing and quantized offloading are different bugs with different mechanisms." + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate behaviors with no shared code-path bug." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Same model family, but one is batched apply_chat_template padding behavior and the other is incorrect video vision_position_ids; not the same bug." + "reason": "Both are Qwen2.5-VL-related, but one is a chat-template batching crash and the other is a video rope/position-id regression." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Both are config/init regressions, but they affect different APIs and different model families." + "reason": "AutoConfig missing fields under trust_remote_code and patchtsmixer post_init policy are unrelated." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Both are audio-related, but one is apply_chat_template sampling-rate handling and the other is an unsupported feature arg in a feature extractor." + "reason": "Both touch audio preprocessing, but one is a sampling-rate default issue and the other is an unsupported center argument crash." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "No meaningful overlap beyond both being runtime failures; the underlying problems are unrelated." + "reason": "Qwen3.5 flash-attention generation and the 2^24 categories runtime error are completely different failures." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Tokenizer loading and image interpolation are unrelated subsystems and bugs." + "reason": "A recurrent-state cache bug and Whisper batch_decode skipping special tokens are unrelated." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "One is recurrent-state caching in modular_qwen3_5; the other is Whisper batch_decode special-token handling." + "reason": "FastSpeech2Conformer tokenizer loading and Perceiver interpolation failure are different model/input issues." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "A local-path import warning is unrelated to recurrent-state reset behavior." + "reason": "A trailing-slash import warning and Qwen recurrent-state reset are not the same bug." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "BitNet packed-weight loading and FastSpeech2Conformer tokenizer loading are different code paths." + "reason": "Unsafe sys.modules access in modeling_utils and DeepSeekV3MoE divergence are separate code-path problems." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "sys.modules access safety and DeepSeekV3 implementation divergence are not the same concrete bug." + "reason": "BitNet packed-weight loading and tokenizer loading failures have no common underlying defect." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Packaging backend selection and a missing import_utils helper are unrelated issues." + "reason": "Package extra/backend selection and a missing import_utils helper are different packaging/API issues." }, { - "left": "issue:27957", - "right": "issue:29870", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and BART generate() decoder_attention_mask assignment are unrelated." + "reason": "Gemma3TextConfig API discrepancy and missing pad_token_id on Llama4Config are both config-related, but they are not the same defect." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:27957", + "right": "issue:29870", "accept": false, - "reason": "Both are config discrepancies, but for different models and different missing fields/behavior." + "reason": "XLM-RoBERTa Flash Attention 2 support and Bart decoder_attention_mask assignment error are unrelated." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "Tokenizer loading in v5 and sequence-classification loss degeneracy are unrelated." + "reason": "Tokenizer loading in v5 and degenerate zero-loss sequence classification are unrelated issues." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "A model implementation discrepancy and a docs reference to removed pipeline APIs are unrelated." + "reason": "SigLIP2 implementation mismatch and outdated docs referencing pipeline() are unrelated." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSMixer post_init policy and Qwen video-input regression are separate bugs." + "reason": "patchtsmixer post_init policy and Qwen video-input regression are separate model-level regressions." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Different image/video processing behaviors in different models; not the same underlying issue." + "reason": "Qwen2.5-VL rope scaling and Swin2SR over-padding are different preprocessing/math bugs." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "Tokenizer AddedToken keyword conflict and list_repo_files revision forwarding are unrelated." + "reason": "AddedToken special-arg duplication and list_repo_files revision forwarding are unrelated API bugs." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantized offloading behavior and Gemma-3 eos_token_id configuration mismatch are different problems." + "reason": "Quantization/offloading behavior and Gemma eos_token_id inconsistency do not share the same underlying defect." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "Hidden-states regression and ModelOutput key assignment bug are unrelated." + "reason": "CLIPVision hidden_states missing and ModelOutput key assignment semantics are not the same concrete bug." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Both involve config loading/reload, but they are different model/config bugs with different failure modes." + "reason": "trust_remote_code config field loss and GPTNeoX rotary_pct reload reset are distinct config-serialization issues." }, { - "left": "issue:43749", - "right": "issue:43931", - "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight shape mismatch are not the same bug." - }, - { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Python 3.13 indentation parsing issue and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "Gemma3TextConfig API mismatch and unwrapping text_config for composite multimodal configs are different model-init behaviors." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and AutoModelForCausalLM from_config unwrapping issue are different configuration problems." + "reason": "FSDP CPU-efficient loading breakage and Qwen3-VL weight-shape mismatch are separate loading failures." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The lone accepted soft edge (issue:45250 \u2194 issue:46640) is justified by the shared Flash Attention 2 topic without overclaiming a concrete duplicate match, and the rejected pairs are mostly supported by clearly different titles/subsystems. No evident overstatement." - }, - "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 }, @@ -10458,10 +10477,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:16998", "issue:22355", @@ -10493,13 +10512,13 @@ "issue:44464", "issue:44496", "issue:44534", - "issue:44568", "issue:44792", + "issue:44855", "issue:44871", "issue:44913", "issue:44987", + "issue:45137", "issue:45216", - "issue:45479", "issue:45584", "issue:45698", "issue:45803", @@ -10513,20 +10532,20 @@ "issue:46821" ], "soft_pairs": [ + "issue:44855|issue:45137", "issue:44987|issue:46178", "issue:43761|issue:44188", "issue:43232|issue:43388", "issue:44190|issue:44496", "issue:43931|issue:45216", - "issue:44442|issue:45803", "issue:42907|issue:45698", + "issue:44442|issue:45803", "issue:43701|issue:46506", "issue:42617|issue:43575", "issue:27957|issue:32090", "issue:43575|issue:43742", "issue:43550|issue:43701", "issue:25251|issue:28282", - "issue:44568|issue:45479", "issue:43606|issue:43701", "issue:44464|issue:46421", "issue:46234|issue:46291", @@ -10542,202 +10561,196 @@ "issue:45803|issue:46365", "issue:44162|issue:44792" ], - "prepared_review_unit_hash": "27a7a0f953a181b7a1169eb9be547d8781c5480568585a92b5efeefcb7527f40", + "prepared_review_unit_hash": "1d6fc33a95335da789cf3e601623c1970dccf7ae76471954392af720011856e8", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36016, - "estimated_input_tokens": 9004, - "estimated_eval_tokens": 18264 + "serialized_chars": 35957, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a mix of largely unrelated bug reports; several touch save/load or generation/compile themes, but none of the soft-edge pairs look like true duplicates of the same concrete issue.", - "confidence": 0.61, - "canonical_issue_reason": "issue:45698 is the broadest and most representative save/load regression in the set, with active discussion and inbound references; it\u2019s a better canonical anchor than the narrower follow-up reports.", + "summary": "This cluster is very noisy: the items span unrelated bugs, regressions, environment errors, and model-specific issues. None of the soft pairs look like true duplicates; at best a few share a broad theme, but not the same concrete code path.", + "confidence": 0.29, + "canonical_issue_reason": "No true canonical duplicate emerges; the cluster is too heterogeneous to treat any one issue as the same bug as the rest.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 best captures a recurring class of save_pretrained/from_pretrained breakage that appears across a few nearby reports.", + "best_issue_reason": "If an anchor is needed, issue:45698 is the most representative because it is open, active, and the broadest save/load regression in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import/parsing failure vs DeepSpeed ZeRO3 deque underflow; different code paths and symptoms." + }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Different failures: model loading for a specific repo vs missing backend registration for tensorflow_text." + "reason": "Model loading regression for a specific repo vs missing BACKENDS_MAPPING entry for tensorflow_text; unrelated causes." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "One is a CLIPVision forward regression; the other is attention-kernel divergence under torch.compile. Not the same bug." + "reason": "CLIPVision hidden_states regression vs attention-kernel divergence under torch.compile; not the same bug." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwarg syncing and gather_for_metrics label trimming are unrelated code paths." + "reason": "Generation kwargs sync issue vs metric gathering dropping tuple labels; different subsystems." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in a training script vs config/model-type recognition error; different subsystems." + "reason": "Local dataset loading script error vs unrecognized model/config loading failure." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Both involve Qwen models, but one is a weight-shape load mismatch and the other is a save_pretrained regression on Qwen3.5." + "reason": "Model weight-shape mismatch on load vs save_pretrained checkpoint regression; related area but not the same concrete failure." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "Tokenizer-loading failure and a bare-except bug in Fuyu tensor conversion are unrelated." + "reason": "Dequantized model save failure vs custom-module resolution after save_pretrained/from_pretrained; different serialization bugs." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "Both are save/load related, but one is dequantized model saving and the other is custom-module resolution after save_pretrained; not the same concrete bug." + "reason": "AutoTokenizer load failure vs Fuyu tensor conversion exception handling; unrelated." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint key mismatch vs CPU/CUDA output divergence; different symptom and code path." + "reason": "Checkpoint key mismatch on resume vs CPU/CUDA output divergence; different problems." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel script failure and tensor-parallel OOM on a specific Qwen2 model are different problems." + "reason": "3d_parallel.py execution failure vs tensor-parallel OOM when loading a large model; not the same issue." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 issue for XLM-Roberta vs Trainer/_gpu_broadcast_one NoneType error; unrelated." + "reason": "Flash Attention 2 support issue vs NoneType broadcast error in Trainer; unrelated." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM while loading a huge model vs key error loading a small MobileLLM model." + "reason": "OOM during tensor-parallel load vs key error loading a different model; both loading-related but not the same bug." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile+SDPA bug in Bamba versus resume_from_checkpoint key mismatch; no shared failure." + "reason": "torch.compile/SDPA failure vs resume_from_checkpoint key mismatch; different code paths." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output-shape change vs missing PyTorch import error; unrelated." - }, - { - "left": "issue:44568", - "right": "issue:45479", - "accept": false, - "reason": "Tokenizer special-token regression and sequence-classification zero-loss bug are different model behaviors." + "reason": "Pipeline top_k output shape change vs missing PyTorch import error; unrelated." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU-offload device mismatch vs checkpoint key mismatch; different symptoms and paths." + "reason": "CPU offload device mismatch vs checkpoint key mismatch; not the same underlying bug." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Compiled-forward generation inconsistency and chunked-prefill recompilation stem from different issues, even if both mention chunking/compile." + "reason": "Chunked generation output inconsistency vs spurious recompilation from cache lazy init; similar topic, different failure." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing availability helper and kernels import/version requirement are unrelated import-utils issues." + "reason": "Missing import_utils helper vs kernels dependency version/revision import failure; unrelated." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "Model max length question for DeBERTa-v3 is unrelated to the transformers.onnx import error." + "reason": "model_max_length question vs missing transformers.onnx module; clearly unrelated." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "One breaks custom model code using processor.tokenizer/images; the other is just an error-message regression about translation tasks." + "reason": "Custom model/processor.tokenizer regression vs pipeline translation error-message regression; different features." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Custom processor/tokenizer regression vs Gemma-3 eos_token_id config inconsistency; not the same bug." + "reason": "Custom processor.tokenizer regression vs Gemma-3 eos_token_id config mismatch; unrelated." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma-3 EOS config mismatch and Whisper empty-transcription failure are distinct generation bugs." + "reason": "Gemma-3 eos_token_id inconsistency vs Whisper empty transcription after align_special_tokens; different models and bugs." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API discrepancy vs Mistral-3 image-preprocessor dtype mismatch; different models and issues." + "reason": "Gemma3TextConfig API discrepancy vs Mistral-3 image preprocessor dtype mismatch; unrelated." }, { "left": "issue:43316", "right": "issue:46821", "accept": false, - "reason": "Config API discrepancy and TimesFM window_size AttributeError are unrelated." + "reason": "Gemma3TextConfig API discrepancy vs TimesFM window_size AttributeError; different components." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "patchtsmixer post_init validation and non-persistent buffer junk are different v5 regressions." + "reason": "patchtsmixer post_init validation vs non-persistent buffers junk-fill regression; not the same code path." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "EOS-token config mismatch and quantized save/load breakage are not the same underlying defect." + "reason": "Gemma-3 token-id config mismatch vs quantized save_pretrained/from_pretrained corruption; unrelated." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage and GPTNeoX rotary_pct reload regression are separate config/init issues." + "reason": "Custom model init breakage in v5 vs GPTNeoX rotary_pct reload regression; different underlying defects." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare-except in Fuyu tensor conversion and Trainer import failing until datasets is removed are unrelated." - }, - { - "left": "issue:44162", - "right": "issue:44792", - "accept": false, - "reason": "ESM2 model breakage and a janus test failure do not describe the same concrete bug." + "reason": "Bare except swallowing interrupts in Fuyu batching vs Trainer import blocked by datasets; unrelated." } ] }, @@ -10756,10 +10769,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:35141", "issue:41950", @@ -10815,15 +10828,15 @@ "issue:43404|issue:43441", "issue:45632|issue:46424", "issue:44610|issue:46369", - "issue:43761|issue:44479", "issue:43650|issue:46202", + "issue:43761|issue:44479", "issue:43572|issue:46178", "issue:43540|issue:44514", - "issue:43065|issue:44617", "issue:45542|issue:46234", + "issue:43065|issue:44617", "issue:43504|issue:45698", - "issue:44792|issue:44977", "issue:43388|issue:43688", + "issue:44792|issue:44977", "issue:44792|issue:45600", "issue:45127|issue:45200", "issue:43673|issue:44743", @@ -10835,14 +10848,14 @@ "issue:35141|issue:42490", "issue:44734|issue:45406" ], - "prepared_review_unit_hash": "7d1c0635ea6f1a21ccb71acb78849494e01cebe66d51e4f2d1bc5b4e0c225308", + "prepared_review_unit_hash": "b146725045dff085677e8fc31563e7eb3bd85d8f4d50a0272fb11b0208254399", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 47, @@ -10857,156 +10870,156 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the paired items share broad themes (loading, cache, vision/video, FlashAttention, configs) but not the same concrete bug or code path. I would not merge any soft pair as duplicates. The strongest representative issue is the active open loading-regression report #45698, though the cluster overall does not look like a true duplicate set.", - "confidence": 0.92, - "canonical_issue_reason": "Issue #45698 has the highest activity and inbound references, is still open, and describes a broad, actively investigated `from_pretrained`/custom-module loading regression that is the most plausible anchor for this mixed cluster.", + "summary": "This cluster is not a single duplicate set; it mixes many unrelated regressions across models, processors, cache behavior, and config/loading paths. All soft pairs look like false positives and should be kept separate.", + "confidence": 0.95, + "canonical_issue_reason": "No issue is a clear canonical target because the items are semantically unrelated rather than variations of one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45698 is the best overall representative because it is the most discussed, still unresolved, and centered on a core loading path regression with wider impact than the other items.", + "best_issue_reason": "There is no strong global best issue for deduping this cluster; the nearest matches are still different code paths and different product areas.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Both are loading-related, but one is about `gguf_file` handling in tokenizer/model loading and the other is about an unrecognized model config; different failure modes and code paths." + "reason": "Both are load-time errors, but one is about `gguf_file` handling in tokenizer/model loading while the other is an unrecognized model/config.json problem; different failure modes and code paths." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "One concerns exception handling in `FuyuBatchFeature.convert_to_tensors()`, the other a Windows/ROCm import dependency issue; unrelated bugs." + "reason": "Both mention error handling/import trouble, but one is a bare `except` swallowing interrupts in tensor conversion and the other is a Windows/ROCm `torch.distributed` dependency issue." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "`lm_head` tying in Mistral3 and FlashAttention support in Ministral-3 are separate model-specific problems." + "reason": "One is a missing/tied `lm_head` weight bug, the other is a FlashAttention support/runtime failure for a different model family." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "One is a cache-path collision for local trust-remote-code models; the other is cache-length behavior for quantized cache. Same area, different bug." + "reason": "Different cache bugs: one is a local `trust_remote_code` path collision, the other is `max_cache_length` only being honored for quantized cache." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Processor output size mismatch and SAM3-LiteText memory overflow are different model/processor issues." + "reason": "One is a processor/model input size mismatch, the other is a memory overflow in sam3-litetext; not the same underlying issue." }, { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "CLIP hidden-state regression and Qwen video-input regression are distinct model families and code paths." + "reason": "The titles are unrelated; one is a malformed/meme issue, the other is a Gemma tokenizer roundtrip bug." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:43761", + "right": "issue:44479", "accept": false, - "reason": "A vague content request and a Gemma tokenizer roundtrip bug are not the same issue." + "reason": "Both involve vision/video regressions, but one is CLIP hidden states not returned and the other is a video-input regression for several Qwen variants." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Missing `pad_token_idx` in a config and an unknown backend name error are unrelated." + "reason": "Both mention missing backend/config behavior, but one is `pad_token_idx` in StableLmConfig and the other is an undefined `tensorflow_text` backend mapping." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Qwen3OmniMoe video processing and batched chat template padding behavior are different bugs." + "reason": "Both are Qwen video-related, but one is a `ValueError` in Qwen3OmniMoe video processing and the other is a batched chat-template padding crash in Qwen2.5 VL." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:45542", + "right": "issue:46234", "accept": false, - "reason": "A dummy `Conv2d` placeholder and CUDA OOM in SAM3 Video are not the same underlying problem." + "reason": "Different dependency/import problems: tensorboard without TensorFlow vs a missing `is_falcon_mamba_ssm_available` utility symbol." }, { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "TensorBoard/TensorFlow backend detection and a missing `is_falcon_mamba_ssm_available` symbol are unrelated import issues." + "reason": "`Sam3PixelDecoder` dummy conv2d and Sam3Video CUDA OOM are not the same bug; one is architectural placeholder code, the other is runtime memory pressure." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy preset loading in BEiT and wrong custom module selection after save/load affect different mechanisms." + "reason": "One is a legacy field preventing Beit pretrained load; the other is a wrong custom module being loaded after save_pretrained, which is a different serialization/path issue." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "A janus test failure and a Qwen3.5 flash-attention generation bug are not the same code-path problem." + "reason": "Both involve metric/loss behavior, but one is tuple label truncation in `gather_for_metrics` and the other is auxiliary loss normalization in MoE models." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Metric gathering truncation and auxiliary-loss normalization are unrelated training/eval bugs." + "reason": "Different Qwen-related failures: a janus image-generation test case vs flash-attention generation behavior in Qwen3.5." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus image generation tests and stale auto-mapping references to removed SAM3LiteText configs are different issues." + "reason": "A janus generation test failure and stale `auto_mappings.py` references are unrelated issues in different subsystems." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge/vocab-extension collapse and Gemma 4 multimodal token-type defaults are separate model behaviors." + "reason": "Both touch embedding/token handling, but one is LoRA merge collapse with tied embeddings and the other is missing `mm_token_type_ids` defaults in Gemma 4." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Chunked prefill cache missing and recurrent states resetting with cache are both cache-related, but they target different state machines and models." + "reason": "Both mention cache/state handling, but one is GenerationMixin cache missing during chunked prefill and the other is recurrent states resetting in modular_qwen3_5 with seq_len>1." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "A model-specific unsupported FlashAttention notice and a generic Flash Attention 2 issue are not the same concrete bug." + "reason": "Both are FlashAttention-related, but one is a concrete unsupported-model error for NemotronH and the other is a generic open flash-attention issue with no shared code path shown." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification processor selection and a missing `fpn_position_embeddings` attribute in SAM3 video are distinct problems." + "reason": "Video-classification processor lookup and a missing `fpn_position_embeddings` attribute in Sam3Video are different bugs in different components." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing `pad_token_id` in Llama4 config and Qwen3-MoE sliding-window behavior are unrelated config/model bugs." + "reason": "One is a missing `pad_token_id` on `Llama4Config`; the other is a `sliding_window` issue for Qwen3-MoE. Similar general area, but not the same defect." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in an example script and model loading for Phi-4 multimodal are different failure scenarios." + "reason": "Both are loading-related, but one is local dataset loading in an example script and the other is model loading for Phi-4 multimodal; unrelated code paths." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization and GPTNeoX `rotary_pct` reload regression are both serialization-related but not the same bug." + "reason": "Non-persistent buffer junk in v5 and GPTNeoX `rotary_pct` reverting on reload are different configuration/serialization bugs." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinitialization on resize and a trailing-slash local path import warning are unrelated." + "reason": "One is token/output embedding reinit after resizing; the other is import warnings for local model paths ending with a slash. Not the same issue." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation tensor indexing in serve and a missing `_tokenizer` attribute on `Gemma4Processor` are different serve-layer bugs." + "reason": "KV-cache continuation indexing in serve and Gemma4Processor missing `_tokenizer` are distinct runtime failures." } ] }, @@ -11025,10 +11038,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:25251", "issue:27957", @@ -11039,10 +11052,10 @@ "issue:43065", "issue:43335", "issue:43526", + "issue:43540", "issue:43550", "issue:43644", "issue:43673", - "issue:43761", "issue:43827", "issue:43931", "issue:43994", @@ -11050,7 +11063,6 @@ "issue:44077", "issue:44112", "issue:44190", - "issue:44242", "issue:44464", "issue:44479", "issue:44610", @@ -11084,19 +11096,18 @@ "issue:45632|issue:46617", "issue:44855|issue:45588", "issue:43673|issue:46421", - "issue:43827|issue:43994", "issue:43931|issue:44060", - "issue:43761|issue:44242", - "issue:44617|issue:45584", + "issue:43827|issue:43994", "issue:29870|issue:35141", + "issue:44617|issue:45584", "issue:45563|issue:45584", "issue:43644|issue:44913", "issue:44933|issue:45362", "issue:25251|issue:27957", "issue:43335|issue:44855", "issue:44479|issue:44734", - "issue:44077|issue:44877", "issue:45381|issue:46369", + "issue:44077|issue:44877", "issue:43550|issue:44190", "issue:41720|issue:45245", "issue:43065|issue:44610", @@ -11107,217 +11118,218 @@ "issue:45381|issue:46655", "issue:44112|issue:45600", "issue:43526|issue:46697", + "issue:44779|issue:46489", "issue:44617|issue:46369", - "issue:44779|issue:46489" + "issue:43540|issue:44734" ], - "prepared_review_unit_hash": "14808f1be96717bde6d813a9baf3c03d630311aeb902e936499ef65038bd6474", + "prepared_review_unit_hash": "8fac2d14d9f8425855007836b732b53637a025cefef84e80a737d5677867043d", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36481, - "estimated_input_tokens": 9121, - "estimated_eval_tokens": 18498 + "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": "These issues are mostly unrelated; the only soft pair that looks like the same underlying regression is the DeepSeek tokenizer v5 problem. The rest differ by model, subsystem, or failure mode and should stay separate.", - "confidence": 0.87, - "canonical_issue_reason": "issue:44779 is the broad umbrella regression for DeepSeek tokenizer breakage on v5, while issue:46489 reads like the specific DeepSeek-Coder v1 follow-up to that same tokenizer bug.", + "summary": "The cluster is almost entirely unrelated issue-level bugs. The only likely duplicate pair is the DeepSeek tokenizer regression reports (#44779 and #46489), where #46489 looks like a narrower follow-up to the broader v5 tokenizer breakage in #44779.", + "confidence": 0.79, + "canonical_issue_reason": "#44779 is the broadest and most representative report: it describes the v5 DeepSeek tokenizer regression in general, and it also has inbound references. It works well as the umbrella issue for the more specific DeepSeek-Coder follow-up.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 is the best canonical issue because it states the general v5 tokenizer regression clearly and can absorb the more specific DeepSeek-Coder follow-up.", + "best_issue_reason": "#44779 is the best issue to anchor the duplicate set because it captures the general regression rather than a model-specific subset, making it the most useful canonical issue for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "Unrelated: LlamaConfig head_dim validation vs Swin2SR image over-padding." + "reason": "Unrelated model-config validation bug vs. image processor over-padding bug; different code paths and symptoms." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both mention cache, but one is a leaf-directory cache collision and the other is a FileNotFoundError loading from cache; different bugs." + "reason": "Both involve trust_remote_code/cache, but one is a leaf-directory collision and the other is a FileNotFoundError while loading from cache; not clearly the same underlying bug." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Import/JIT parsing failure on Python 3.13 vs Whisper empty-transcription generation bug." + "reason": "Python 3.13 TorchScript parsing error vs. flash_attention crash on s_aux=None; different subsystems and failure modes." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both are chunked-prefill/cache related, but one is a missing cache and the other is spurious recompilation from lazy init; not the same concrete issue." - }, - { - "left": "issue:43827", - "right": "issue:43994", - "accept": false, - "reason": "Docs still referencing removed pipeline() APIs vs a model/pipeline output correctness bug." + "reason": "Both mention chunked prefill/cache, but one is missing GenerationMixin cache in v5.0.0 and the other is lazy cache init causing recompilation; related area, not the same bug." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Load-time weight shape mismatch vs incorrect tied-weights warning; different failure modes." + "reason": "Weight-shape mismatch on model load is unrelated to the tied-weights warning in Qwen3-Next." }, { - "left": "issue:43761", - "right": "issue:44242", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "CLIP hidden_states regression vs missing load-balancing loss when router logits are off." + "reason": "Docs referencing removed pipeline() APIs is not the same bug as SigLIP2 producing bad outputs with AutoModel/pipeline." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:29870", + "right": "issue:35141", "accept": false, - "reason": "Sam3Video OOM vs Whisper generation failing on empty transcription." + "reason": "Bart generate() decoder_attention_mask error and output embedding reinitialization after resize are different generation/model-init bugs." }, { - "left": "issue:29870", - "right": "issue:35141", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Bart generate decoder_attention_mask bug vs embedding reinit after resizing token embeddings." + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper failing on empty transcription after align_special_tokens." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Stale warning in paged generate vs crash on empty transcription; unrelated." + "reason": "A stale warning about num_return_sequences is not the same as an empty-transcription generation failure." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization junk vs GPTNeoX rotary_pct reload default regression." + "reason": "Non-persistent buffer initialization junk and GPTNeoXConfig rotary_pct reset are different configuration/serialization issues." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing import from image_utils vs Qwen3.5 chat crash; different issues." + "reason": "Missing import from image_utils is unrelated to Qwen3.5 chat crashes." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k nesting bug vs XLMRoberta Flash Attention 2 support issue." + "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 are unrelated." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs a Python 3.13 import/parsing problem." + "reason": "Sparse-layer config bug and a Python 3.13 TorchScript import failure are unrelated." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression in Qwen VL models vs serve KV-cache continuation indexing crash." + "reason": "Qwen VL video-input regression and serve KV-cache tensor-indexing crash are different code paths." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:45381", + "right": "issue:46369", "accept": false, - "reason": "Optional post_init policy/config issue vs strict config loading for granite_speech." + "reason": "Qwen2.5-VL video-position-id issue and Sam3-litetext memory overflow are not the same bug." }, { - "left": "issue:45381", - "right": "issue:46369", + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "Qwen2.5-VL video position bug vs Sam3LiteText memory overflow; same broad area, different bugs." + "reason": "Optional post_init handling and strict config loading for granite_speech are different problems." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA model failure vs a dataset-loading example script issue." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to dataset loading in the example script." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert vs category-count upper-bound error." + "reason": "Auto device mapping cudaErrorAssert and category-count overflow are unrelated." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs processor producing 640px inputs when model expects 224px." + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo input-size mismatch are different model/processor issues." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers config bug vs local dataset loading failure in a training script." + "reason": "Sparse-layer config creation and local dataset loading failure are unrelated." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs a stale warning about num_return_sequences." + "reason": "Compiled-forward chunked generation inconsistency is not the same as a stale warning emission." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge collapse with extended vocab/tied embeddings vs incorrect visual encoder keys in save_pretrained." + "reason": "LoRA merging with extended vocab collapse and incorrect visual encoder keys on save_pretrained are different serialization/model-weight bugs." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 docs example errors vs local dataset loading script failure." + "reason": "SigLIP2 docs example errors are unrelated to local dataset loading in image classification." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Qwen video vision_position_ids regression vs SmolVLM video padding calculation bug." + "reason": "Both are video-related, but Qwen2.5-VL vision_position_ids and SmolVLM padding calculation are different bugs in different processors." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Stale CI test in GraniteSpeech vs auto_mappings referencing removed Sam3LiteText configs." + "reason": "GraniteSpeech CI device-override test flakiness and removed Sam3LiteText auto-mapping references are separate CI issues." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug vs Swin2SR over-padding when already divisible." + "reason": "BeitImageProcessorFast reduce_labels returning one label and Swin2SR over-padding are different image-processor bugs." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both report DeepSeek tokenizer regressions on transformers v5+, and #46489 reads like a narrower follow-up/gap in the fix for the broader issue described in #44779." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Both are memory-related and same model family, but one is video OOM and the other is litetext memory overflow; not the same bug." + "reason": "CUDA OOM in Sam3Video is unrelated to memory overflow when calling sam3-litetext." }, { - "left": "issue:44779", - "right": "issue:46489", - "accept": true, - "reason": "Both describe the same DeepSeek tokenizer regression on transformers v5; 46489 is the more specific follow-up to the broader issue in 44779." + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and serve KV-cache continuation tensor indexing are different failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded in the packet. The canonical issue choice is conservative, and the soft-edge verdicts stay on the side of separation except for the one DeepSeek tokenizer pair, which is reasonably treated as the same regression/follow-up." + "feedback": "The assessment is well grounded in the packet and stays conservative on the soft pairs. The only accepted duplicate, #44779/#46489, is supported by the shared DeepSeek tokenizer regression on transformers v5+ and the fact that #46489 reads as a narrower follow-up to the broader #44779 report. The remaining pairs are appropriately rejected as different bugs or only loosely related." }, "evaluator_used": true, "retried": false, @@ -11333,10 +11345,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:25251", "issue:27957", @@ -11351,7 +11363,6 @@ "issue:43295", "issue:43404", "issue:43479", - "issue:43540", "issue:43643", "issue:43650", "issue:43854", @@ -11389,11 +11400,10 @@ ], "soft_pairs": [ "issue:43295|issue:45276", - "issue:43540|issue:44734", "issue:45290|issue:46752", "issue:44737|issue:45803", - "issue:45276|issue:45584", "issue:44462|issue:45907", + "issue:45276|issue:45584", "issue:44521|issue:45381", "issue:44938|issue:45542", "issue:25251|issue:29870", @@ -11405,214 +11415,208 @@ "issue:44112|issue:44964", "issue:27957|issue:35141", "issue:46082|issue:46121", - "issue:42175|issue:44279", "issue:45245|issue:45584", + "issue:42175|issue:44279", "issue:42796|issue:44521", "issue:44186|issue:44734", "issue:36246|issue:41628", "issue:36246|issue:38617", "issue:43650|issue:44220", "issue:32090|issue:35141", - "issue:43479|issue:45375", "issue:43404|issue:45216", + "issue:43479|issue:45375", "issue:44295|issue:46506" ], - "prepared_review_unit_hash": "d235fda3da4c13a4fbc7e78e6d09489cded079d0fd9bb69684aba96c917a3644", + "prepared_review_unit_hash": "230e7a041992b996af438838fd072c851f7bdba130c4eb09ec60324963781ece", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36321, - "estimated_input_tokens": 9081, - "estimated_eval_tokens": 18418 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35472, + "estimated_input_tokens": 8868, + "estimated_eval_tokens": 17992 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated bugs across different models and subsystems. The soft pairs usually share only a keyword or broad area (e.g. chat templates, embeddings, imports), not the same concrete failure mode, so they should stay separate. No pull requests were provided.", - "confidence": 0.88, - "canonical_issue_reason": "No true duplicate cluster stands out; if one issue must anchor the set, issue:44521 is the best candidate because it is a clear, reproducible multimodal `apply_chat_template` bug with multiple inbound references.", + "summary": "The cluster is mostly a set of near-miss similarity matches, not true duplicates. The only thematically close groups are around chat templating and model loading, but the paired items still describe different failure modes or code paths, so I would not merge any of them.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44521 is the best anchor for the cluster because it is an active, user-facing multimodal `apply_chat_template` bug with inbound references and the broadest surrounding discussion; it is the clearest representative of the small chat-template subtheme here.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:44521 is the strongest standalone issue here: precise scope, active discussion, and the most external references among the listed issues.", + "best_issue_reason": "issue:44521 is the most suitable global issue because it is open, has multiple references, and sits at the center of the most coherent subset of related items; the rest of the cluster is too heterogeneous to justify a tighter canonical choice.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Both mention embeddings/resizing, but one is a processor/tokenizer regression and the other is Gemma4 embedding propagation; different bugs." - }, - { - "left": "issue:43540", - "right": "issue:44734", - "accept": false, - "reason": "Different components and failures: Qwen3OmniMoe video-input validation vs serve KV-cache tensor indexing." + "reason": "Both mention embedding-related regressions, but one is about `processor.tokenizer`/image passing behavior and the other is about `resize_token_embeddings` reinitializing outputs; different bugs and code paths." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Both hit `apply_chat_template`, but one is tool-call/no-content handling and the other is empty-list `IndexError`; not the same bug." + "reason": "Both hit `apply_chat_template`, but one is about assistant messages with tool calls and no content, while the other is an empty-list crash; close in surface area, not the same underlying bug." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet device placement bug vs Fuyu batch tensor conversion swallowing errors; unrelated code paths." + "reason": "XLNet device placement in positional encoding and Fuyu's bare `except:` swallowing errors are unrelated failures despite both touching runtime behavior." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "Token embedding resize propagation vs Whisper empty-transcription handling after `align_special_tokens`; different failures." + "reason": "One is `AutoTokenizer` ignoring `tokenizer.json`; the other is `list_repo_files` not forwarding `revision`. Same repo area, different issues." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "Tokenizer.json loading behavior and repo file listing revision forwarding are separate API issues." + "reason": "Embedding resize/tie-weight behavior and Whisper empty-transcription generation are distinct model bugs with no shared code-path evidence." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Assistant-mask generation for multimodal chat templates vs video `vision_position_ids` being wrong in a different model path." + "reason": "Both are multimodal/chat-template adjacent, but one is all-zero assistant masks and the other is wrong `vision_position_ids` for Qwen2.5-VL video input; not the same defect." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure vs missing TensorFlow backend when only tensorboard is installed; unrelated." + "reason": "Python 3.14 import failure and missing TensorFlow backend from a Torch install are separate dependency/runtime problems." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Pipeline `top_k` shape change vs Bart `decoder_attention_mask` assignment error; no shared underlying bug." + "reason": "Pipeline `top_k` nesting behavior and Bart `decoder_attention_mask` initialization are unrelated bugs." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Trust-remote-code cache collision and missing import-utils symbol are different import/config issues." + "reason": "`trust_remote_code` cache-path collisions and a missing `is_falcon_mamba_ssm_available` export are different import/runtime issues." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Slow import and unsafe `sys.modules` access are not the same concrete failure." + "reason": "Slow import timing and unsafe `sys.modules[]` access are not the same bug, even though both involve import-time behavior." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model-loading problems, but they concern different models and likely different root causes." + "reason": "Loading `zai-org/GLM-4.7-Flash` in tests and loading `microsoft/Phi-4-multimodal-instruct` in latest transformers are separate model-specific failures." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Model load regression vs stale auto-mappings reference; separate breakages." + "reason": "A model-loading regression and stale `auto_mappings.py` references are different failure modes." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Missing fields with `trust_remote_code` is different from rejecting an unrecognized config missing `model_type`." + "reason": "`trust_remote_code=True` dropping fields from `AutoConfig` and an unrecognized model/config error are distinct configuration problems." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI stale device override test vs a specific multimodal model-loading failure; unrelated." + "reason": "A stale CI device override test and a Phi-4 multimodal loading failure are unrelated." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Flash Attention support for XLMRoberta is unrelated to token-embedding resize reinitialization." + "reason": "Flash Attention 2 support for XLM-Roberta and `post_init` reinitializing embeddings when `tie_word_embedding=False` are different model behaviors." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Llama head-dim validation and RoPE-key list handling are different validation bugs." + "reason": "Llama `head_dim` validation and Rope-validation list handling are separate config-validation bugs." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:45245", + "right": "issue:45584", "accept": false, - "reason": "Package/backend installation issue vs a generic dependency complaint; not the same bug." + "reason": "`number of categories cannot exceed 2^24` and Whisper empty-transcription generation are unrelated." }, { - "left": "issue:45245", - "right": "issue:45584", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Category-cardinality limit error vs Whisper empty-transcription generation failure." + "reason": "A packaging/backend-selection issue and a generic dependency issue are too broad and not the same underlying defect." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are different problems." + "reason": "Tokenizer BPE marker handling and multimodal assistant-mask generation are different tokenizer/template bugs." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crash vs serve KV-cache indexing bug; unrelated." + "reason": "LayoutLMv2 NER padding/truncation crashes and `transformers serve` KV-cache continuation indexing are unrelated code paths." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Different missing imports for different symbols; no shared underlying defect." + "reason": "Both are import errors, but for different symbols (`Qwen2_5_VLImageProcessor` vs `AutoImageProcessor`) and likely different export gaps." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Importing `Qwen2_5_VLImageProcessor` and `layer_type_validation` are unrelated import errors." + "reason": "A missing vision processor export and a missing `layer_type_validation` import are unrelated import failures." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Placeholder issue vs `_torch_extract_fbank_features()` bug; not comparable." + "reason": "The placeholder/data issue and `_torch_extract_fbank_features()` bug do not describe the same problem." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer broadcast of `NoneType` and embedding reinitialization are unrelated failures." + "reason": "`_gpu_broadcast_one` rejecting `None` in Trainer and embedding reinitialization after resizing are different failures." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Different config-field initialization/sanitization bugs in different multimodal models." + "reason": "Mistral3 lm_head tying and Qwen3.5 save_pretrained regression affect different model internals." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "Weight-tying bug in Mistral3 generation vs Qwen3.5 save_pretrained regression; separate issues." + "reason": "Phi4 multimodal config defaults being initialized incorrectly and Qwen3_5MoeVisionConfig dropping a field under `@strict` are different config-serialization bugs." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Buffer-registration access error vs CPU/CUDA output divergence; not the same code-path bug." + "reason": "Reading `position_ids` after buffer registration and divergent CPU/CUDA outputs for PPDocLayoutV3 are not the same bug." } ] }, @@ -11631,10 +11635,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:39692", "issue:41950", @@ -11686,21 +11690,21 @@ "issue:46752" ], "soft_pairs": [ - "issue:41950|issue:44016", "issue:43673|issue:46424", + "issue:41950|issue:44016", "issue:43531|issue:45600", "issue:44016|issue:44220", "issue:43976|issue:44987", "issue:43295|issue:45335", "issue:45083|issue:46506", - "issue:43381|issue:45593", "issue:44683|issue:45446", + "issue:43381|issue:45593", "issue:42907|issue:43441", "issue:43526|issue:43901", "issue:44496|issue:45042", + "issue:43673|issue:44336", "issue:43901|issue:44496", "issue:43976|issue:44279", - "issue:43673|issue:44336", "issue:43441|issue:45588", "issue:44496|issue:45759", "issue:44792|issue:46424", @@ -11710,8 +11714,8 @@ "issue:46123|issue:46369", "issue:44521|issue:46693", "issue:44279|issue:46515", - "issue:45335|issue:45584", "issue:43299|issue:45216", + "issue:45335|issue:45584", "issue:46082|issue:46399", "issue:44279|issue:45405", "issue:43295|issue:44779", @@ -11719,226 +11723,226 @@ "issue:39692|issue:43901", "issue:43976|issue:45405" ], - "prepared_review_unit_hash": "f687a9aac8aae70be977d21e59d74bdf7a22f29bff14a35284c22bf0648cdd14", + "prepared_review_unit_hash": "b4b9ea9f33887aac05b134899ca835f2e902813cc98270497c352c7dcc7d8421", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37195, - "estimated_input_tokens": 9299, - "estimated_eval_tokens": 18854 + "serialized_chars": 37199, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same underlying bug/change; the similarities are mostly broad subsystem overlap (pipelines, cache, flex_attention, multimodal, etc.) rather than the same concrete failure mode.", - "confidence": 0.91, - "canonical_issue_reason": "issue:44521 is the strongest representative overall because it is open, well-scoped, and already has multiple inbound references, making it the most actionable current bug report in this set.", + "summary": "The cluster is a grab bag of unrelated Transformers issues across models, pipelines, docs, cache/generation, and backend-specific regressions. None of the soft pairs look like the same underlying bug/change, so all are rejected.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out: the items span many distinct subsystems and model-specific failures, so there is no clear umbrella duplicate to anchor the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best issue candidate because it describes a specific, user-visible regression in a commonly used API and has clear external impact.", + "best_issue_reason": "No global best issue candidate: the soft pairs are heterogeneous false positives, and no issue cleanly represents the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:43673", + "right": "issue:46424", "accept": false, - "reason": "Different bugs: video pipeline processor lookup vs a notebook syntax error." + "reason": "Both mention cache behavior, but one is a missing GenerationMixin cache in chunked prefill while the other is cache length handling for quantized cache; different code paths." }, { - "left": "issue:43673", - "right": "issue:46424", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Both mention cache, but one is a missing GenerationMixin cache in chunked prefill and the other is cache length handling for quantized cache only." + "reason": "Video-classification processor selection and a notebook syntax error are unrelated bugs in different surfaces." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Unrelated: Qwen3-MoE sliding_window behavior vs stale auto_mappings references to removed Sam3LiteText configs." + "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings references are distinct issues with no shared fix." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "A notebook syntax error is not the same issue as a feature/helper bug in _torch_extract_fbank_features()." + "reason": "Notebook syntax error and _torch_extract_fbank_features() failure are different failures in different components." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Different failures: Python-version incompatibility vs loading a specific model repository." + "reason": "A Python version compatibility report and a model-loading failure are not the same underlying defect." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Different regressions: processor/tokenizer API breakage vs resize_token_embeddings not updating decoder embeddings." + "reason": "Both involve processors/config, but one is processor.tokenizer regression and the other is resize_token_embeddings not updating decoder embeddings." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "One is a helper function output-length bug in qwen3_omni_moe; the other is CPU/CUDA result divergence." + "reason": "Helper length computation in qwen3_omni_moe and CPU/CUDA result mismatch in PPDocLayoutV3 are unrelated." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary loss handling are unrelated code paths." + "reason": "Compiled flex_attention on torch>=2.9 and a PyTorch version check bug for AuxRequest import are separate compatibility problems." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Both touch flex_attention, but one is a torch>=2.9 compiled-flex_attention failure and the other is a version-check bug for AuxRequest import." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary losses when denoising is off affect different model/training paths." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Different Ministral issues: saving dequantized models vs FlashAttention runtime failure." + "reason": "Saving dequantized Ministral/Devstral models and Ministral-3 FlashAttention crash are different failures." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BEiT image label reduction bug vs TextClassificationPipeline docs/behavior mismatch." + "reason": "BeitImageProcessorFast label reduction and text classification docs around return_all_scores are unrelated." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Different model-loading and image-processor dependency problems." + "reason": "Unrecognized model loading and PIL image processors requiring torchvision are different class of issues." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache missing and ANSI code emission in loading_report have no shared bug." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs for return_all_scores are unrelated to the unrecognized-model config error." + "reason": "Docs mismatch for return_all_scores and model config recognition failure are unrelated." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "A Python version compatibility issue is not the same as a generic dependency issue." - }, - { - "left": "issue:43673", - "right": "issue:44336", - "accept": false, - "reason": "Cache handling and ANSI output formatting are unrelated." + "reason": "Python support mismatch and a generic dependency issue do not describe the same bug." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both involve flash_attention, but the concrete failures differ: Ministral-3 FA crash vs s_aux=None AttributeError for sink-less models." + "reason": "FlashAttention crash for Ministral-3 and sink-less s_aux=None AttributeError are separate code-path failures." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Both involve model/config loading, but one is a missing model_type and the other is incorrect text_config unwrapping." + "reason": "Generic unrecognized model error and composite Qwen multimodal config unwrapping are different model-loading problems." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "A janus test failure is unrelated to cache max length behavior." + "reason": "A janus image-generation test failure is unrelated to cache max length handling." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error vs AddedToken keyword collision are different issues." + "reason": "Notebook syntax error and AddedToken keyword conflict are not the same defect." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols/modules and different root causes." + "reason": "Qwen2.5-VL import error and nonexistent image_utils import are distinct import/export issues." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "QA decode_spans top-k bounds error is not the same as apply_chat_template on an empty list." + "reason": "QA decode_spans top-k bounds error and empty apply_chat_template list crash are different pipeline edge cases." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Partial-batch masking bug and memory overflow are unrelated." + "reason": "MaskGenerationPipeline batch-finalization bug and sam3-litetext memory overflow are unrelated." }, { "left": "issue:44521", "right": "issue:46693", "accept": false, - "reason": "Multimodal assistant-mask generation and FA2 long-context performance regression are different bugs." + "reason": "All-zero assistant masks for multimodal chat templates and FA2 long-context performance regression are different generation issues." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Generic dependency issue vs torch 2.4.1 incompatibility are not the same failure." + "reason": "A dependency issue with transformers and a torch 2.4.1 incompatibility are not the same bug." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "Embedding resize bug and Whisper empty-transcription failure are unrelated." + "reason": "Qwen3VL MoE loading regression and Qwen3.5 save_pretrained checkpoint regression are different model lifecycle problems." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Different Qwen multimodal regressions: model loading vs save_pretrained checkpoint output." + "reason": "Embedding resize not propagating to decoder.embed_tokens and Whisper empty-transcription failure are unrelated model-specific bugs." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration failure are separate issues." + "reason": "LlamaConfig head_dim validation and a missing decorator for apply_rotary_pos_emb registration are separate configuration/codegen issues." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "A dependency issue is not the same as bumping MIN_PEFT_VERSION to an unreleased version." + "reason": "A vague dependency issue and a MIN_PEFT_VERSION bump to an unreleased version are not the same underlying problem." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Processor/tokenizer API regression and DeepSeek tokenizer correctness bug are different." + "reason": "processor.tokenizer regression and Deepseek tokenizer incorrect results are different tokenizer-related failures." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer argument handling and a tie_word_embeddings warning are unrelated." + "reason": "SGD args being ignored and a tie_word_embeddings warning are unrelated; one is optimizer behavior, the other is config warning noise." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "SigLIP2 doc example errors and TextClassificationPipeline return_all_scores docs mismatch are different documentation problems." + "reason": "SigLIP2 docs example mismatch/quantization failure and text classification docs mentioning return_all_scores are different documentation issues." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python support mismatch and unreleased PEFT version bump are unrelated." + "reason": "Python version support and an unreleased PEFT minimum version bump are distinct packaging/dependency concerns." } ] }, @@ -11957,10 +11961,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:33290", "issue:41950", @@ -12018,10 +12022,10 @@ "issue:41950|issue:45020", "issue:44779|issue:45812", "issue:43299|issue:45357", - "issue:44242|issue:45200", "issue:43479|issue:43525", - "issue:44466|issue:45276", + "issue:44242|issue:45200", "issue:43299|issue:43854", + "issue:44466|issue:45276", "issue:41950|issue:45823", "issue:43653|issue:45593", "issue:44683|issue:45542", @@ -12038,14 +12042,14 @@ "issue:44623|issue:44749", "issue:44261|issue:44263" ], - "prepared_review_unit_hash": "1dfd4b0a1f726a5f62d962bc97673462d93c09c3afdcd34369378057ca57cfdb", + "prepared_review_unit_hash": "688d05e3bac42eea6617d15d9eb5d39fcf7f41080188d2bfff3e14c6251727f4", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 47, @@ -12060,168 +12064,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous grab bag of unrelated Transformers issues. None of the soft pairs look like the same underlying bug, so all candidate duplicates are rejected.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is mostly heterogeneous transformer bug issues with no true duplicate group. The only near-match is the save_pretrained/serialization regression pair, but they still look like different bugs, so I rejected all soft edges.", + "confidence": 0.33, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster; if one anchor is required, issue 45216 is the closest fit because it is a concrete v5 save_pretrained regression and is the nearest soft match to another serialization-related issue.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 45216 is the strongest representative of the only loosely related subgroup (save_pretrained/serialization regressions), but the rest of the cluster is not about the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Both are config-related, but one is about LlamaConfig head_dim validation and the other about stale config.dtype after from_config; different code paths and symptoms." + "reason": "Different bugs: LlamaConfig head_dim validation vs stale config.dtype after from_config. Same config area, but not the same underlying issue." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype propagation on load vs Qwen3.5 save_pretrained checkpoint corruption; unrelated model families and failures." + "reason": "Both involve save_pretrained/dtype regressions, but one is BLIP2 submodules staying float32 while the other is Qwen3.5 saving wrong checkpoint keys. Different failure modes and code paths." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "HybridCache import failure is a specific symbol-export issue; the other is a broad upgrade-related import breakage report, not the same bug." + "reason": "A missing HybridCache import is a specific symbol break, while the other is broad import failures after upgrade. Not the same bug." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE marker handling vs an issue titled only \"ADD THE DATA\"; no shared underlying defect." + "reason": "Unrelated: tokenizer BPE marker handling vs a vague 'ADD THE DATA' issue." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification pipeline processor lookup vs remote_code regressions; both are recent breaks, but in different pipeline/loading mechanisms." + "reason": "Video-classification pipeline processor lookup and remote_code breakage are different problems." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both mention tokenizer regressions, but one is Deepseek tokenization in v5 and the other is Granite AutoTokenizer IDs; different models and likely different fixes." + "reason": "Both are tokenizer regressions, but for different model families and likely different code paths; not one concrete bug." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Qwen3VL MoE model loading breakage vs Qwen3.5 save_pretrained visual-key serialization; different failure modes." - }, - { - "left": "issue:44242", - "right": "issue:45200", - "accept": false, - "reason": "Missing load-balancing loss when router logits are off vs Gemma 4 mm_token_type_ids defaulting to zeros; separate training/data-path bugs." + "reason": "Model loading failure for Qwen3VL MoE vs save_pretrained serialization of Qwen3.5 visual encoder keys. Different surfaces." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Two config initialization bugs, but for different models and fields: default vision/audio configs vs missing pad_token_id." + "reason": "Different config issues: missing default vision/audio subconfigs vs missing pad_token_id on Llama4Config." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "lm_head.weight serialization inconsistency depending on device vs Gemma4 resize_token_embeddings not updating embedded/output layers; related area, but not the same bug." + "reason": "Different logic: router load-balancing loss gating vs Gemma 4 mm_token_type_ids defaulting." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Qwen3VL MoE loading issue vs GLM-4.7 unit-test loading failure; different models and causes." + "reason": "Different models and load failures; one is Qwen3VL MoE, the other GLM-4.7-Flash unit-test loading." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both touch weights/embeddings, but one is lm_head.weight serialization inconsistency and the other is resize_token_embeddings not updating Gemma4 embedding/output layers." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video-classification processor mismatch vs Gemma4 PLE device-map forward mismatch; unrelated subsystems." + "reason": "Completely different bugs: processor lookup in a video pipeline vs Gemma4 device mismatch during forward." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug vs D-FINE auxiliary-loss behavior; no overlap in code path." + "reason": "Tokenizer special-token decode bug vs D-FINE auxiliary loss behavior. No overlap." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 vs a tensorboard/TensorFlow backend installation issue; unrelated." + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to tensorboard without TensorFlow backend errors." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "Placeholder \"ADD THE DATA\" issue vs FP8 inference on B200; no meaningful connection." + "reason": "Unrelated issue text vs FP8 inference failure on B200." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json vs _patch_mistral_regex crashing on backend_tokenizer access; both tokenizer-related, but distinct defects." + "reason": "Both are tokenizer-related, but AutoTokenizer ignoring tokenizer.json and _patch_mistral_regex backend_tokenizer crashes are different bugs." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error vs init_empty_weights receiving unexpected _is_hf_initialized argument; completely different failure classes." + "reason": "Notebook syntax error is unrelated to the init_empty_weights unexpected _is_hf_initialized argument regression." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer AttributeError on tasks vs D-FINE auxiliary-loss issue; unrelated models and paths." + "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss bug are unrelated." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Ministral FlashAttention failure vs Kosmos2.5 long-OCR index error; different model-specific bugs." + "reason": "Different model-specific failures: Ministral-3 FlashAttention vs Kosmos2.5 OCR index error." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring crashes with future annotations vs Gemma4 processor load breaking due to ReasoningEffort import error; separate utility layers." + "reason": "Auto-docstring future-annotations crash is unrelated to ReasoningEffort import failure in processor loading." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving failure vs dequantized model loading with gpu+cpu offload; both quantization-adjacent but opposite operations and different bugs." + "reason": "Both involve quantization/offload, but one is saving quantized models and the other is loading dequantized models with device_map=auto. Not the same underlying bug." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Deepspeed/Adafactor OOM vs optimizer.step being called twice under deepspeed; same backend, but different concrete problems." + "reason": "Deepspeed Adafactor OOM and optimizer.step being called twice are different optimizer integration bugs." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex patch crash vs list_repo_files not forwarding revision; unrelated APIs." + "reason": "Tokenizer regex patch crash vs list_repo_files not forwarding revision. Different components." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "auto_mappings references removed configs vs leftover dummy classes in dummy_pt_objects.py; both repo-maintenance issues, not the same defect." + "reason": "Both are repo-maintenance/CI-related, but one is auto_mappings referencing removed configs and the other is leftover dummy classes." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "processor.save_pretrained missing files vs a performance regression after upgrading Transformers; different areas and symptoms." + "reason": "processor.save_pretrained missing files is unrelated to the reported tokenizer slowdown after upgrading to 5.3.0." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "MLA q_a_layernorm epsilon/config precision issue vs torch.split return values in GlmMoeDsaIndexer; unrelated bugs." + "reason": "Different issues: MLA rms_norm_eps precision handling vs torch.split return values in GlmMoeDsaIndexer." } ] }, @@ -12240,10 +12244,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:41628", "issue:42175", @@ -12252,7 +12256,6 @@ "issue:43441", "issue:43525", "issue:43526", - "issue:43540", "issue:43643", "issue:43673", "issue:43723", @@ -12277,6 +12280,7 @@ "issue:44683", "issue:44779", "issue:45003", + "issue:45072", "issue:45103", "issue:45362", "issue:45397", @@ -12292,7 +12296,7 @@ "issue:46655", "issue:46665", "issue:46726", - "issue:46752" + "issue:46829" ], "soft_pairs": [ "issue:42175|issue:43976", @@ -12307,8 +12311,8 @@ "issue:43525|issue:43881", "issue:44016|issue:45823", "issue:46291|issue:46399", - "issue:44589|issue:45362", "issue:44188|issue:44336", + "issue:44589|issue:45362", "issue:43525|issue:43643", "issue:46655|issue:46726", "issue:44336|issue:44373", @@ -12316,210 +12320,210 @@ "issue:43784|issue:45542", "issue:44246|issue:44496", "issue:44297|issue:45397", + "issue:45072|issue:46829", "issue:45561|issue:45563", "issue:45103|issue:46399", "issue:46614|issue:46665", "issue:44242|issue:45593", "issue:43526|issue:45003", - "issue:42491|issue:43299", - "issue:43540|issue:46752" + "issue:42491|issue:43299" ], - "prepared_review_unit_hash": "d590eef0b117218309bc2d224546a85fa3e3225d9bbb4137b595d31a5d94f6f9", + "prepared_review_unit_hash": "f8090855bbab8e0c0f1d3566d5aed04c3892e46af6b5d326eb918036eedbc6fe", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35958, - "estimated_input_tokens": 8990, - "estimated_eval_tokens": 18236 + "serialized_chars": 36031, + "estimated_input_tokens": 9008, + "estimated_eval_tokens": 18272 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Broad heterogeneous issue cluster; the soft-similarity links are mostly superficial and do not indicate duplicate bugs. I rejected every candidate pair because they target different code paths, models, or failure modes.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue stands out: the cluster spans unrelated regressions in packaging, model loading, tokenizers, processors, kernels, docs, and performance.", + "summary": "This cluster is a mix of unrelated Transformers issues rather than a true duplicate set. None of the soft pairs appear to describe the same underlying bug or change, so all are rejected.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43824 is the strongest standalone report in the set: a concrete, user-facing import failure with detailed reproduction and inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue; none of these issues is representative of the whole cluster or a clear duplicate hub.", + "best_issue_reason": "issue:43824 is the most actionable and highest-signal issue here; it has clear impact and more evidence than the other unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Package extra/backend installation problem vs Python-version compatibility regression; different causes and fixes." + "reason": "Packaging/backend selection vs Python-version compatibility; different failure modes and fixes." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Missing processor save files vs Gemma-4 Zero3 from_pretrained loading; unrelated APIs and failure modes." + "reason": "Missing files on processor save is unrelated to a zero3/from_pretrained loading crash." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Different model-specific correctness bugs: CamemBERT masked LM predictions vs DeepSeek tokenizer output." + "reason": "Different components: masked-LM prediction bug vs tokenizer regression." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs mismatch for return_all_scores vs intermittent import slowness; not the same bug." + "reason": "Docs mismatch for a pipeline argument vs slow import performance; not the same bug." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Generic AutoTokenizer loading regression vs ESM2 model breakage; distinct model and code path." + "reason": "AutoTokenizer loading issue and ESM2 model breakage are separate model-specific regressions." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Ministral FlashAttention failure vs compiled flex_attention failure on newer torch; separate kernel/model issues." + "reason": "Both mention attention kernels, but one is FlashAttention on Ministral and the other is compiled flex_attention on torch>=2.9; different code paths." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache/chunked prefill bug vs CLIPVisionModel hidden_states regression; unrelated subsystems." + "reason": "Generation cache issue during chunked prefill is unrelated to CLIPVisionModel hidden_states output." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "Missing TensorFlow backend from install extras vs torch/transformers version incompatibility; different packaging problems." + "reason": "TensorBoard/TF backend installation bug is unrelated to a torch/transformers version incompatibility." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Model class import/export issue vs Python support matrix issue; no shared underlying bug." + "reason": "Missing Qwen2.5-VL class import is not the same as Python 3.9/3.10 support regression." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Llama4Config pad_token_id attribute bug vs GLM-4V loading failure; different models and root causes." + "reason": "Different model loading failures with different root causes; no shared concrete code path." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error vs Gemma4 device mismatch during forward; unrelated documentation vs runtime bug." + "reason": "Notebook syntax error and Gemma4 device-mapping mismatch are unrelated." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Kernel package import-time dependency issue vs Qwen3.5 kernel registration/decorator crash; not the same code-path problem." + "reason": "Kernel package metadata/version requirement issue vs a missing-decorator registration crash; different fixes." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Float8 storage backend lookup failure vs Qwen3.5 chat crash; different runtime components." + "reason": "Attention kernel divergence on torch.compile is unrelated to ANSI codes in loading_report." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "torch.compile attention branching bug vs ANSI codes emitted by loading_report; no overlap beyond broad project area." + "reason": "Float8 storage lookup failure is unrelated to Qwen3.5 chat crashing." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Specific missing pad_token_id field vs trust_remote_code losing fields in AutoConfig; related category but different bugs." + "reason": "A missing model config field and a trust_remote_code config hydration bug are related only broadly, not the same concrete defect." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Video padding calculation bug vs missing vision backend handling in AutoProcessor; different processor paths." + "reason": "Video padding math bug vs missing vision-backend error; different underlying problems." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Terminal ANSI output issue vs docstring text mismatch; unrelated concerns." + "reason": "Terminal ANSI output bug and a wrong docstring are not duplicates." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Cannot import AutoImageProcessor vs Python 3.9/3.10 support regression; different symptoms and fixes." + "reason": "AutoImageProcessor import failure and Python version support issue are unrelated." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "sentence-transformers import NameError vs undefined tf backend due to install extras; separate dependency problems." + "reason": "Import-time NameError in sentence-transformers is not the same as missing TensorFlow backend installation." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import performance complaint vs unrecognized model/config loading error; not the same defect." + "reason": "Import slowness and unrecognized model config errors have different causes and remedies." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch vs Gemma4 Zero3 loading failure; different stages of the workflow." + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to Gemma4 zero3 loading." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Dtype mismatch in inference is unrelated to hidden_states being returned in the wrong output field." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "pytest-xdist race in testing utils vs stale generation warning; unrelated issues." + "reason": "xdist race in testing utils is unrelated to a stale generation warning." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "auto_docstring annotations crash vs Qwen3.5 kernels decorator registration bug; different subsystems." + "reason": "Auto-docstring annotation crash and kernel registration error are unrelated." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Stale phonemizer language state vs from_pretrained behavior inside Python classes; not the same underlying bug." + "reason": "Stale phonemizer language state is a tokenizer/backend caching bug, not a generic from_pretrained inconsistency." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "MoE load-balancing loss gating vs D-FINE auxiliary loss omission; similar theme but different models and conditions." + "reason": "Both concern missing auxiliary losses, but they occur in different models and different conditional branches; not the same fix." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs unsafe sys.modules access in modeling_utils; unrelated code paths." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to unsafe sys.modules access." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both concern Qwen3 MoE regressions, but one is LoRA compatibility across versions and the other is a model-loading breakage; too different to merge." - }, - { - "left": "issue:43540", - "right": "issue:46752", - "accept": false, - "reason": "Video-input processing ValueError vs empty-chat-template IndexError; completely different failure modes." + "reason": "Both involve Qwen3 MoE loading, but one is LoRA compatibility across branches and the other is a Qwen3VL MoE load regression; too different to merge." } ] }, @@ -12538,10 +12542,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:36246", "issue:41950", @@ -12593,11 +12597,12 @@ "issue:46821" ], "soft_pairs": [ + "issue:43540|issue:46752", "issue:43531|issue:45362", "issue:44246|issue:44871", "issue:44295|issue:45397", - "issue:45003|issue:46821", "issue:44336|issue:44485", + "issue:45003|issue:46821", "issue:44451|issue:46752", "issue:44336|issue:46424", "issue:42886|issue:46132", @@ -12614,217 +12619,223 @@ "issue:43540|issue:46655", "issue:43673|issue:44561", "issue:44162|issue:45200", + "issue:44479|issue:46655", "issue:45859|issue:46399", "issue:44242|issue:44857", - "issue:44479|issue:46655", "issue:45375|issue:45759", "issue:43262|issue:44246", - "issue:43475|issue:46369", "issue:44295|issue:44749", + "issue:43475|issue:46369", "issue:36246|issue:43596" ], - "prepared_review_unit_hash": "425941235f5c619b6402f324cf7223dbeaafc29c3a09daa987b8278d6e162aed", + "prepared_review_unit_hash": "86748a0b9f41f92d66e70f292d455a5c722edb17c99bd7ab60830191e7168785", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36291, - "estimated_input_tokens": 9073, - "estimated_eval_tokens": 18402 + "soft_pair_count": 30, + "serialized_chars": 36588, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft links are mostly false positives: they span unrelated bugs across different models, pipelines, and subsystems. None are strong enough to merge as duplicates. The broadest well-scoped issue here is the Qwen v5.3.0 video-input regression, but even that only represents one sub-area, not the whole set.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 44479 is the strongest representative bug report among the candidates: it describes a concrete regression affecting multiple Qwen video-input paths with a clear shared symptom and scope.", + "summary": "This cluster is mostly a collection of unrelated Transformers bug reports spanning different models, cache/offline behavior, pipelines, and runtime environments. None of the soft-linked pairs look like the same underlying defect, so I would not merge any of them as duplicates. The strongest representative issue is the broad Qwen video regression report.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44479 is the broadest, most central report here: it describes a concrete regression in v5.3.0 affecting multiple Qwen video/multimodal variants, with a shared code-path problem rather than a narrow model-specific edge case.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the best standalone issue to keep as the canonical representative for its subcluster because it is specific, user-impacting, and spans multiple related model variants.", + "best_issue_reason": "issue:44479 is the best standalone issue because it is specific, high-signal, and covers a wider affected surface than the other candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Different failures: Qwen3OmniMoe video input processing vs empty-list handling in apply_chat_template." + }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Different Qwen model paths and different failures: sliding-window handling vs chat invocation crash." + "reason": "Different subsystems and symptoms: sliding_window behavior in Qwen3-MoE vs transformers chat crash for Qwen3.5-35B." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import-performance complaint is unrelated to Gemma eos_token_id configuration." + "reason": "MoE router loss computation is unrelated to Gemma eos_token_id config mismatch." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Position_ids buffer access bug is unrelated to Gemma-4 ZeRO3 loading." + "reason": "Buffer/position_ids access bug is not the same as Gemma-4 ZeRO3 from_pretrained failure." }, { - "left": "issue:45003", - "right": "issue:46821", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to a TimesFM window_size attribute error." + "reason": "ANSI color output in loading_report is unrelated to GLM-5 RoPE implementation discussion." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:45003", + "right": "issue:46821", "accept": false, - "reason": "ANSI escape handling in loading_report is unrelated to GLM-5 RoPE implementation." + "reason": "sys.modules access safety bug is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "Model loading failure for ScandiBERT is unrelated to empty-list chat template handling." + "reason": "Model loading regression for vesteinn/ScandiBERT is unrelated to empty chat-template inputs." }, { "left": "issue:44336", "right": "issue:46424", "accept": false, - "reason": "Terminal color codes and cache-length behavior are different subsystems and bugs." + "reason": "Terminal coloring in loading_report and cache-length handling are different concerns." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated issues." + "reason": "Offline cache/tokenizer loading bug is not the same as AttentionInterface.register behavior changes." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile SDPA failure in Bamba is unrelated to CPU/CUDA divergence in PPDocLayoutV3." + "reason": "torch.compile/SDPA crash in Bamba is unrelated to PPDocLayoutV3 CPU/CUDA result differences." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer regression and resize_token_embeddings output sync are different code paths." + "reason": "DeepSeek tokenizer regression is unrelated to resize_token_embeddings not updating output embeddings." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification processor lookup and fbank feature extraction are unrelated failures." + "reason": "Video-classification pipeline choosing image processors is unrelated to _torch_extract_fbank_features()." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor export is unrelated to huggingface_hub.is_offline_mode import failure." + "reason": "Missing Qwen2_5_VLImageProcessor import and missing is_offline_mode are different import errors." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different causes." + "reason": "Different missing symbols: Qwen2_5_VLImageProcessor vs HybridCache." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Pipeline docs mismatch is unrelated to modeling_utils sys.modules access." + "reason": "TextClassificationPipeline docs mismatch is unrelated to sys.modules access in modeling_utils." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MOE conversion under accelerate/deepspeed and Zero3 deque pop are different DeepSpeed bugs." + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is not the same as ZeRO3 deque IndexError." }, { "left": "issue:44734", "right": "issue:46424", "accept": false, - "reason": "KV-cache continuation tensor indexing is unrelated to cache-length configuration semantics." + "reason": "KV cache continuation crash in transformers serve is unrelated to cache max length configuration semantics." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "sys.modules safety issue is unrelated to pytest-xdist captured_info.txt races." + "reason": "sys.modules access safety issue is unrelated to pytest-xdist captured_info.txt race conditions." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Model config recognition failure is unrelated to sys.modules indexing." + "reason": "Unrecognized OLMo-Hybrid model config is unrelated to unsafe sys.modules lookup." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both involve video inputs, but they are different models and distinct processor bugs." + "reason": "Qwen3OmniMoe video processing ValueError and SmolVLM padding calculation bug are separate video bugs." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Chunked-prefill cache regression is unrelated to removal of is_torch_fx_available." + "reason": "GenerationMixin cache missing in chunked_prefill is unrelated to trust_remote_code breakage from removed is_torch_fx_available." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids behavior are unrelated." + "reason": "ESM2 model breakage is unrelated to Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but they affect different models and different code paths: Qwen video regression vs SmolVLM padding." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "CPU offload incompatibility and missing registration decorator are different Qwen3.5 failure modes." + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is not the same as missing decorator for apply_rotary_pos_emb registration." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Router-logit loss omission is unrelated to AMP/CUDA image loss crashes." - }, - { - "left": "issue:44479", - "right": "issue:46655", - "accept": false, - "reason": "Qwen video-input regression and SmolVLM padding calculation bug are separate model-specific issues." + "reason": "Router logits/load balancing loss is unrelated to LwDetrImageLoss AMP/CUDA crashes." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Dropped config field under @strict and text_config unwrapping are different composite-config bugs." + "reason": "Missing deepstack_visual_indexes in config is unrelated to unwrapping text_config for composite multimodal configs." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling rate and import slowdown are unrelated." + "reason": "Audio chat-template sampling-rate default bug is unrelated to load balancing loss/router logits behavior." }, { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Missing fpn_position_embeddings in SAM3 video output and SAM3-litetext memory overflow are different issues." + "reason": "Position_ids buffer error and post-upgrade filtering slowdown are different bugs with different symptoms." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "Buffer access IndexError and a reported slowdown regression are not the same bug." + "reason": "SAM3 video encoder missing attribute and memory overflow in sam3-litetext are separate issues." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen2_5_VL import error is unrelated to the BertModel Zero3 init IndexError." + "reason": "Missing Qwen2_5_VLImageProcessor import is unrelated to ZeRO3/BertModel index errors." } ] }, @@ -12843,10 +12854,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:29870", "issue:30333", @@ -12870,6 +12881,7 @@ "issue:44561", "issue:44623", "issue:44877", + "issue:44898", "issue:44977", "issue:44987", "issue:44995", @@ -12888,14 +12900,13 @@ "issue:45588", "issue:45600", "issue:45656", - "issue:45987", - "issue:46082", "issue:46123", "issue:46170", "issue:46399", "issue:46506", "issue:46710", - "issue:46726" + "issue:46726", + "issue:46829" ], "soft_pairs": [ "issue:45137|issue:45600", @@ -12903,219 +12914,219 @@ "issue:45292|issue:45584", "issue:43295|issue:45292", "issue:44561|issue:46399", - "issue:44466|issue:45335", "issue:44623|issue:46726", + "issue:44466|issue:45335", "issue:44038|issue:46506", "issue:29870|issue:30333", "issue:44987|issue:45459", "issue:44479|issue:46170", "issue:43352|issue:45250", "issue:45412|issue:46123", - "issue:44060|issue:44077", "issue:43653|issue:44162", + "issue:44060|issue:44077", "issue:44368|issue:44977", "issue:44877|issue:46170", "issue:44995|issue:45200", - "issue:43475|issue:43540", "issue:42886|issue:45229", + "issue:43475|issue:43540", "issue:45397|issue:45656", "issue:43065|issue:43408", "issue:44368|issue:45563", - "issue:44995|issue:45588", "issue:43931|issue:44368", + "issue:44995|issue:45588", "issue:43723|issue:46710", - "issue:45987|issue:46082" + "issue:44898|issue:46829" ], - "prepared_review_unit_hash": "6cee853cf86cb162f2327b0b34769b3c60fa5081ba7db5be38d6545b4ad15105", + "prepared_review_unit_hash": "2bd34c9e0d127f5f084d94fe72bd898fc6dd5abeae1083e31223ff9ffa13f434", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35808, - "estimated_input_tokens": 8952, - "estimated_eval_tokens": 18160 + "serialized_chars": 35843, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs span unrelated bugs in tokenizers, configs, generation, DeepSpeed, vision models, and CI. I reject all soft edges and see no valid duplicate representative.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the items are not duplicates of one another and do not share a single underlying bug or code path.", + "summary": "This cluster is loosely related by recurring Transformers v5/v6 regression reports, but the paired items are mostly distinct bugs across different models and subsystems. None of the soft edges look like true duplicates.", + "confidence": 0.34, + "canonical_issue_reason": "issue:44479 is the broadest concrete regression report in the set, spanning multiple Qwen VL variants and a shared v5.3.0 video-input failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative; the set is too broad and unrelated to summarize with one canonical issue.", + "best_issue_reason": "issue:44479 is the strongest representative of the cluster\u2019s main theme: a real, user-facing Transformers regression with clear scope and affected models.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque failure vs removed Sam3LiteText config references; unrelated subsystems." + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to a removed Sam3LiteText config reference." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both involve strict config handling, but one is granite_speech loading and the other is a missing Qwen vision field; different bugs." + "reason": "Both involve loading/config validation, but they target different models and different missing-config problems." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resize behavior vs Whisper empty-transcription generation failure; different code paths." + "reason": "resize_token_embeddings behavior is unrelated to Whisper empty-transcription generation after align_special_tokens." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 vs token embedding resize mismatch; not the same issue." + "reason": "Processor/tokenizer regression is a different code path from output-embedding resize propagation." }, { "left": "issue:44561", "right": "issue:46399", "accept": false, - "reason": "Removed helper breaking trust_remote_code models vs missing decorator for apply_rotary_pos_emb registration; different failures." + "reason": "trust_remote_code breakage from removing is_torch_fx_available is unrelated to Qwen3.5 kernel registration." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:44623", + "right": "issue:46726", "accept": false, - "reason": "Serialization of tied lm_head weights depends on device vs resize_token_embeddings not updating decoder.embed_tokens; not one bug." + "reason": "Missing processor.save_pretrained files is not the same as AutoProcessor failing when a vision backend is absent." }, { - "left": "issue:44623", - "right": "issue:46726", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Missing files from processor.save_pretrained vs AutoProcessor error when vision backend is absent; unrelated." + "reason": "Both mention tied/resized embeddings, but one is device-dependent serialization and the other is a model-specific resize propagation bug." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe loading bug vs CPU/CUDA result divergence in PPDocLayoutV3; different issues." + "reason": "Different models, different symptoms, and no shared concrete bug path." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "BART generate() UnboundLocalError vs MLflow job-state reporting; unrelated." + "reason": "BART generate() decoder_attention_mask crash is unrelated to MLFlow reporting after failed training jobs." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Model loading failure vs tokenizer decode error masking when protobuf is missing; different concrete problems." + "reason": "Both concern tokenizer loading, but one is a version-specific model load failure and the other is exception masking when protobuf is missing." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Video-input regression in Qwen models vs Windows ROCm import/dependency failure; unrelated." + "reason": "Video-input regression in Qwen models is unrelated to a Windows/ROCm torch.distributed import problem." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Nemotron Flash Attention 2 unsupported vs a generic Flash Attention 2 topic; not the same concrete bug." + "reason": "A model not supporting Flash Attention 2.0 is not the same as a generic flash-attention topic issue." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "Memory not released on delete vs is_last being wrong on partial batches; unrelated." + "reason": "RT-DETR memory release and MaskGenerationPipeline partial-batch handling are distinct bugs." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Incorrect tied-weights warning vs patchtsmixer post_init allowance; different model/config problems." + "reason": "BigBirdTokenizer special-token registration is unrelated to the broad ESM2 breakage report." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug vs broad ESM2 breakage; not the same issue." + "reason": "Tied-weights warning logic and patchtsmixer post_init allowance are different validation/config issues." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Tie_word_embeddings warning during Qwen3.5 LoRA fine-tuning vs flash-attention generation failure; unrelated." + "reason": "Same family name, but one is a tied-embeddings warning while the other is a flash-attention generation failure." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading vs Windows ROCm torch.distributed import issue; unrelated." + "reason": "Strict config loading and Windows ROCm import/dependency failure are unrelated." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Stale indexer cache crash vs Gemma4 mm_token_type_ids defaulting; different bugs." + "reason": "GlmMoeDsa stale cache crash is unrelated to Gemma 4 mm_token_type_ids defaults." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "SAM3 vision output attribute missing vs Qwen3Omni video-input ValueError; unrelated model families." + "reason": "Offline tokenizer cache loading and Gemma 4 multi-GPU OOM are clearly different problems." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Offline tokenizer cache load failure vs Gemma4 multi-GPU CUDA OOM; unrelated." + "reason": "Both are multimodal/video issues, but they affect different models and different internal objects." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "ZeRO3 from_pretrained loading bug vs optimizer stepping twice under DeepSpeed; different code paths." + "reason": "Gemma-4 Zero3 loading and double optimizer stepping under deepspeed are not the same bug." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs sam3_video/sam3_tracker config mismatch warning; not the same bug." + "reason": "SAM3 dummy Conv2d implementation and sam3_video vs sam3_tracker mismatch are related only by model family, not by defect." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Qwen3.5 tied-embedding warning vs paged generate stale warning; unrelated." + "reason": "These are different warnings with different triggers and code paths." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "Stale cache second-forward crash vs flash_attention.py crashing on s_aux=None; different failures." + "reason": "Qwen3-VL weight-shape mismatch is unrelated to tie_word_embeddings warnings." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Qwen3-VL-30B weight-shape mismatch vs Qwen3.5 tied-embedding warning; unrelated." + "reason": "Second-forward stale cache crash is unrelated to a flash_attention AttributeError on s_aux=None." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Tokenizer loading issue in v5 vs DeepSeek-R1 accuracy regression after upgrade; not the same bug." + "reason": "Tokenizer loading regression and accuracy regression on DeepSeek are not the same concrete issue." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:44898", + "right": "issue:46829", "accept": false, - "reason": "StaticCache seq-length contract violation vs LlamaConfig head_dim validation; unrelated." + "reason": "Perceiver interpolation failure and VideoPrism output field mix-up are different vision-classification bugs." } ] }, @@ -13134,50 +13145,48 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:28282", "issue:30990", - "issue:39692", - "issue:41628", "issue:42994", "issue:43065", "issue:43232", "issue:43441", "issue:43475", "issue:43482", - "issue:43525", "issue:43643", "issue:43646", "issue:43673", "issue:43701", + "issue:43761", "issue:43906", "issue:43986", "issue:43994", "issue:44162", "issue:44188", + "issue:44242", "issue:44297", "issue:44361", "issue:44483", + "issue:44610", "issue:44623", "issue:44749", "issue:44869", "issue:44871", - "issue:44933", "issue:44964", "issue:45137", - "issue:45230", - "issue:45310", "issue:45356", "issue:45375", - "issue:45397", "issue:45478", "issue:45584", "issue:45656", "issue:45685", + "issue:45987", + "issue:46082", "issue:46123", "issue:46132", "issue:46170", @@ -13186,18 +13195,22 @@ "issue:46431", "issue:46726", "issue:46752", - "issue:46821" + "issue:46821", + "issue:46829" ], "soft_pairs": [ "issue:44188|issue:46202", + "issue:45987|issue:46082", "issue:43906|issue:46202", "issue:44483|issue:46202", + "issue:44610|issue:46829", "issue:44188|issue:46421", "issue:45685|issue:46431", "issue:45584|issue:46170", "issue:43065|issue:46123", - "issue:44361|issue:44749", "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:43761|issue:44242", "issue:43994|issue:46726", "issue:43646|issue:44162", "issue:44749|issue:45656", @@ -13205,236 +13218,222 @@ "issue:44871|issue:46132", "issue:44623|issue:45656", "issue:42994|issue:43482", - "issue:43441|issue:46752", "issue:43232|issue:43673", - "issue:43475|issue:43643", + "issue:43441|issue:46752", "issue:45375|issue:45478", + "issue:43475|issue:43643", "issue:43475|issue:46821", "issue:28282|issue:30990", - "issue:41628|issue:44933", "issue:43986|issue:46726", - "issue:44964|issue:45137", "issue:44869|issue:45356", - "issue:45310|issue:45375", - "issue:45230|issue:45397", - "issue:39692|issue:46726", - "issue:42994|issue:43525" + "issue:44964|issue:45137" ], - "prepared_review_unit_hash": "e010a96de04ec8ccb39014b5ceed8442055705847eda4cf27a67db83ad145a86", + "prepared_review_unit_hash": "fdb447c38eb281fe7707ddc2d7b7867a9961731690db7483ac0193b380801976", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36479, - "estimated_input_tokens": 9120, - "estimated_eval_tokens": 18496 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35546, + "estimated_input_tokens": 8887, + "estimated_eval_tokens": 18030 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the candidate overlaps are mostly broad topical similarity (loading, generation, processors, tokenizers, deepspeed), not the same concrete bug. I would reject all soft edges.", - "confidence": 0.95, - "canonical_issue_reason": "No strong canonical issue: the items span distinct bugs across generation, tokenizer, processor, quantization, model config, and dependency handling, so none is a true duplicate hub.", + "summary": "This cluster is mostly a set of unrelated issue reports across different models and subsystems. The only clear duplicate-like pair is the Qwen3.5 MoE config regression: one report identifies the missing `deepstack_visual_indexes` field and the other reports the resulting `from_pretrained` failure.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45478 is the most representative user-facing report of the Qwen3.5 MoE regression, while 45375 looks like the root-cause diagnosis of the same missing-config-field bug.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue for the cluster; the set is too mixed to anchor on one representative without overmerging unrelated reports.", + "best_issue_reason": "Issue 45478 is the broadest and clearest issue for the underlying Qwen3.5 MoE `from_pretrained` regression and is the best single issue to keep as the canonical entry.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Different bugs: a torch.compile attention-kernel branching issue vs a Gemma pipeline roundtrip/tokenization problem." + "reason": "Different bugs: attention-kernel divergence under `torch.compile` vs Gemma roundtrip/tokenization behavior." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Unrelated failures: cache sequence length return type vs Llama head-dimension validation." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "An isolated reproduction of another issue vs a Gemma pipeline roundtrip failure; no shared code-path." + "reason": "One is an isolated reproduction of another issue; the other is a Gemma pipeline roundtrip bug." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat/completions request acceptance in v5.3 is unrelated to Gemma pipeline roundtrip behavior." + "reason": "Chat-completions request rejection is unrelated to Gemma pipeline roundtrip behavior." + }, + { + "left": "issue:44610", + "right": "issue:46829", + "accept": false, + "reason": "Different model/processor bugs: input-size mismatch vs incorrect hidden_states output mapping." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both mention generation/performance, but one is an attention-kernel divergence bug and the other is lazy cache initialization causing recompilation." + "reason": "Both mention cache/prefill, but one is a torch.compile kernel divergence and the other is recompilation from lazy cache init." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MoE MPS histogram failure vs missing chat-template error in a processor; different subsystems and failures." + "reason": "Unrelated: MPS histogram support error vs missing chat template in a processor." }, { "left": "issue:45584", "right": "issue:46170", "accept": false, - "reason": "Whisper empty-transcription crash is unrelated to Windows/ROCm torch.distributed import issues." + "reason": "Whisper empty-transcription crash is unrelated to Windows ROCm distributed dependency import/type errors." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Sam3PixelDecoder dummy layer issue vs MaskGenerationPipeline final-batch handling; different models and code paths." + "reason": "Different features entirely: Sam3PixelDecoder dummy conv vs MaskGenerationPipeline final-batch handling." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but one is tokenizer metadata and the other is missing processor files; not the same bug." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Tokenizer AttributeError on tasks vs a performance regression after upgrading; not the same bug." + "reason": "Tokenizer AttributeError is unrelated to the training slowdown regression after upgrade." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:43761", + "right": "issue:44242", "accept": false, - "reason": "Both are save_pretrained-related, but tokenizer config mismatch and processor file omission are distinct failures." + "reason": "CLIP hidden_states regression and MoE load-balancing loss omission are different code paths and symptoms." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "SigLIP2 wrong outputs with AutoModel/pipeline vs misleading AutoProcessor error when a vision backend is missing; related area, different bug." + "reason": "Both touch AutoProcessor/vision, but one is a bad SigLIP2 inference result and the other is missing-backend error handling." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Custom model initialization breakage in v5 vs ESM2-specific breakage; too broad to merge as one bug." + "reason": "Custom model initialization breakage is not the same as ESM2 being broken." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Chinese data-filter slowdown vs deepspeed causing optimizer.step() twice; unrelated symptoms and code paths." + "reason": "Performance regression during filtering is unrelated to deepspeed optimizer stepping twice." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to the reported filtering performance regression." + "reason": "Checkpoint key mismatch is a distinct bug from the upgrade slowdown report." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id config inconsistency is not the same as AttentionInterface.register changing function behavior." + "reason": "Gemma EOS config mismatch is unrelated to AttentionInterface registration behavior changes." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save file omission vs duplicated optimizer steps under deepspeed; no underlying bug overlap." + "reason": "Missing processor save files and double optimizer stepping are unrelated." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure vs Qwen GGUF loading failure; opposite directions and different mechanisms." - }, - { - "left": "issue:43441", - "right": "issue:46752", - "accept": false, - "reason": "FlashAttention regression for Ministral-3 vs empty-list apply_chat_template IndexError; unrelated failures." + "reason": "Quantized save failure and GGUF load failure are opposite directions and different failure modes." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both are generation/cache-related, but one is update_model_kwargs after sync_gpus and the other is missing cache in chunked_prefill; not the same defect." + "reason": "Both mention generation/cache, but the concrete bugs differ: sync_gpus update handling vs missing cache during chunked prefill." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:43441", + "right": "issue:46752", "accept": false, - "reason": "SAM3 video missing field vs trust_remote_code returning incomplete AutoConfig objects; different layers and models." + "reason": "FlashAttention failure for Ministral-3 is unrelated to empty-list chat-template crashes." }, { "left": "issue:45375", "right": "issue:45478", + "accept": true, + "reason": "Same underlying Qwen3.5 MoE bug: 45375 identifies the missing config field and 45478 reports the resulting `from_pretrained` regression." + }, + { + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Same model family, but one is a missing config field silently dropped and the other is a from_pretrained error; not enough to treat as one bug." + "reason": "SAM3 output attribute missing and AutoConfig missing fields are different issues in different components." }, { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "SAM3 vision output attribute error vs TimesFM window_size AttributeError; same error type only, not same issue." + "reason": "SAM3 vision output bug is unrelated to TimesFM `window_size` AttributeError." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "AutoModel PyTorch-missing ImportError vs Sentence Transformers hanging on load; dependency vs loading deadlock." - }, - { - "left": "issue:41628", - "right": "issue:44933", - "accept": false, - "reason": "Both are import errors, but for different symbols and different root causes; not a duplicate." + "reason": "PyTorch-not-found import error is not the same as Sentence Transformers getting stuck loading." }, { "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "Both involve missing vision dependencies around AutoProcessor, but one is a video-model/torchvision failure and the other is an unrecognized image-processor error." - }, - { - "left": "issue:39692", - "right": "issue:46726", - "accept": false, - "reason": "Documentation example errors for SigLIP2 are unrelated to backend-missing AutoProcessor error handling." - }, - { - "left": "issue:44964", - "right": "issue:45137", - "accept": false, - "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque underflow are unrelated bugs." + "reason": "Both concern AutoProcessor and missing vision support, but one is a video-model crash without torchvision and the other is a generic unrecognized-image-processor error; not enough evidence they are the same concrete bug." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decode crash vs Kimi tokenizer regression; different models and different failure modes." - }, - { - "left": "issue:45310", - "right": "issue:45375", - "accept": false, - "reason": "Qwen3.5 MoE from_pretrained error and missing deepstack_visual_indexes are related only by model family, not the same concrete bug." - }, - { - "left": "issue:45230", - "right": "issue:45397", - "accept": false, - "reason": "A placeholder bug report vs gemma-4 zero3 from_pretrained failure; no overlap." + "reason": "Whisper timestamp decode crash and Kimi tokenizer regression are distinct failures." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Quantized-model saving failure vs Llama4Config missing pad_token_id are different code paths and symptoms." + "reason": "Phi-4 multimodal loading failure is unrelated to DeepSpeed ZeRO3 deque underflow." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The review is grounded in the packet and stays mostly conservative. The only accepted soft edge, issue:45375 \u2194 issue:45478, is plausibly the same Qwen3.5 MoE config regression based on the titles and references. The rest of the pairwise rejections are appropriately cautious given the available evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -13446,26 +13445,27 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:30333", "issue:30990", "issue:33290", "issue:35141", "issue:36010", + "issue:39692", "issue:41628", "issue:42175", "issue:42371", "issue:42673", "issue:42831", - "issue:42898", "issue:42994", "issue:43232", "issue:43278", "issue:43504", + "issue:43525", "issue:43704", "issue:43723", "issue:43784", @@ -13477,7 +13477,6 @@ "issue:44222", "issue:44351", "issue:44496", - "issue:44568", "issue:44623", "issue:44792", "issue:44933", @@ -13486,21 +13485,27 @@ "issue:45092", "issue:45103", "issue:45137", + "issue:45230", "issue:45310", + "issue:45375", + "issue:45397", "issue:45406", "issue:45561", "issue:45600", - "issue:45712", "issue:45753", - "issue:46077", - "issue:46123", "issue:46202", "issue:46326", "issue:46399", - "issue:46701" + "issue:46701", + "issue:46726" ], "soft_pairs": [ + "issue:41628|issue:44933", + "issue:45310|issue:45375", + "issue:45230|issue:45397", + "issue:39692|issue:46726", "issue:44038|issue:44623", + "issue:42994|issue:43525", "issue:43723|issue:46326", "issue:42371|issue:45092", "issue:43784|issue:46399", @@ -13514,230 +13519,233 @@ "issue:45081|issue:45103", "issue:44038|issue:45310", "issue:46202|issue:46701", - "issue:43278|issue:45137", "issue:44222|issue:45310", + "issue:43278|issue:45137", "issue:36010|issue:41628", "issue:42831|issue:44222", "issue:43232|issue:44792", "issue:43504|issue:45561", - "issue:42175|issue:44933", "issue:45561|issue:45600", "issue:30333|issue:33290", + "issue:42175|issue:44933", "issue:44496|issue:45561", "issue:43976|issue:44933", - "issue:30990|issue:35141", - "issue:42175|issue:45712", - "issue:42898|issue:44568", - "issue:46077|issue:46123" + "issue:30990|issue:35141" ], - "prepared_review_unit_hash": "d25145003de331b03beff4f39a5f30cef5de7804a21fe0bb91cefcc3aa360088", + "prepared_review_unit_hash": "0fbacba030712d7370352e75b0f8758f46f9cd78a38992b34bc92d4c905c8acf", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35670, - "estimated_input_tokens": 8918, - "estimated_eval_tokens": 18092 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36715, + "estimated_input_tokens": 9179, + "estimated_eval_tokens": 18614 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue set with one clear duplicate pair (42673/43704) about the same Qwen3 VRAM leak; the rest are distinct bugs across imports, generation, quantization, tokenization, and infrastructure.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 42673 is the best canonical anchor because it is the earlier and more detailed report of the only clear duplicate pair in this set, matching 43704 on the same Qwen3ForCausalLM VRAM leak.", + "summary": "This cluster is mostly a loose collection of Transformers v5 / model-specific regression reports rather than one duplicate bug. The only clear duplicate soft edge is the repeated Qwen3ForCausalLM multi-thread VRAM leak report; the rest are related at a broad theme level but not the same concrete code-path problem.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 41628 is the best representative of the cluster\u2019s broadest pattern: top-level import/API breakage in Transformers. It is more generic and central than the many model-specific or unrelated regressions in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "42673 is the best overall issue anchor here because it is the only strong same-bug match; the other items are too heterogeneous to be merged into one issue.", + "best_issue_reason": "41628 is the strongest single issue to anchor the cluster because it captures the common import-surface regression theme without overfitting to one model family.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import failures, but they involve different missing symbols/modules (AutoImageProcessor vs image_utils) and different fixes." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Different bugs: a Qwen3.5 MoE from_pretrained error versus a missing deepstack_visual_indexes config field being dropped." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "45230 is too generic to establish identity, and 45397 is a specific gemma-4 zero3 loading failure." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Both touch vision/documentation flows, but one is a SigLIP2 example/quantization mismatch and the other is an AutoProcessor backend-missing error." + }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Different bugs: a Qwen3-VL-Moe / transformers-5.0 compatibility issue versus missing files in processor.save_pretrained()." + "reason": "Different code paths: Qwen3-VL-Moe model bug versus processor.save_pretrained missing files." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure is unrelated to the Llama4Config pad_token_id attribute error." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Different code paths: AutoTokenizer.from_pretrained loading in v5 versus continue_final_message behavior for mistral_common tokenizers." + "reason": "Tokenizer loading in v5 and continue_final_message on mistral_common are separate tokenizer issues with different symptoms." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "Unrelated: TF32 settings guidance/behavior is not the same bug as InternVL2 meta-initialization incompatibility." + "reason": "TF32 API guidance is unrelated to the InternVL2 meta-initialization incompatibility." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Different failures: import-time NameError for nn versus Qwen3.5 rotary-pos-emb registration crash." + "reason": "Importing sentence-transformers with latest transformers and a Qwen3.5 kernel-registration ValueError are different failures." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Different generation bugs: sync_gpus kwarg handling versus divergent attention kernels under torch.compile." + "reason": "One is a generation-kwargs update issue after sync_gpus; the other is a torch.compile attention-kernel branching problem." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Different subsystems: Gemma4Processor serve-time tokenizer attribute error versus Gemma pipeline token roundtrip failure." + "reason": "Gemma4Processor missing _tokenizer in serve is not the same as the Gemma pipeline roundtrip failure on \u2581." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Not the same bug: quantization/offloading behavior versus incorrect output from pipeline parallelism." + "reason": "Quantization/offloading behavior and pipeline-parallelism output correctness are different bugs." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Different model behaviors: pipeline-parallel output corruption versus a Qwen3_5 image-induced infinite loop." + "reason": "Both involve generation on Qwen models, but one is pipeline-parallel incorrect output and the other is an infinite loop on a specific image." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Different import errors involving different symbols: AutoImageProcessor versus HybridCache." + "reason": "Both are top-level import errors, but they are different missing APIs (AutoImageProcessor vs HybridCache) and likely distinct fixes." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Different problems: quantized model saving failure versus missing Qwen2_5_VLForConditionalGeneration import." + "reason": "Quantized saving failure and Qwen2_5_VLForConditionalGeneration import failure are unrelated." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Same underlying bug: both report Qwen3ForCausalLM leaking VRAM across multiple dataloader threads; 42673 is the earlier, richer report." + "reason": "Exact same reported bug: Qwen3ForCausalLM leaks VRAM when used in multiple dataloader threads." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Different crashes: mistral regex patching on tokenizer load versus auto_docstring failing with future annotations." + "reason": "Mistral tokenizer backend_tokenizer crash and auto_docstring future-annotations AttributeError are separate failures." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Related model family, but not the same concrete bug: one is a Qwen3-VL-Moe issue and the other is a Qwen3.5-Moe from_pretrained regression." + "reason": "Both mention Qwen MoE, but the concrete failures and model versions differ." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Different symptoms: Gemma pipeline token roundtrip failure versus DiffusionGemma image-text-to-text pipeline malfunction." + "reason": "Both are Gemma-related pipeline issues, but they are different outputs and different failure modes." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Different code paths: dtype drift between train/eval versus a DeepSpeed ZeRO3 deque underflow." + "reason": "FP8 save_pretrained moe is not the same as the Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Different concrete bugs: FP8 save_pretrained for MoE versus Qwen3.5-Moe from_pretrained error." + "reason": "Embedding dtype drift in evaluate and DeepSpeed ZeRO3 deque underflow are unrelated." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Different import regressions for different APIs; no shared underlying failure mode." + "reason": "Both are import regressions, but they concern different symbols and modules, so they should not be merged." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Different issues: FineGrainedFP8 accuracy regression versus FP8 MoE save_pretrained failure." + "reason": "FP8 accuracy degradation and FP8 save_pretrained failure are related only at a broad quantization level, not the same bug." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Different areas: generation kwargs after sync_gpus versus a janus image-generation test failure." + "reason": "Generation kwargs handling after sync_gpus is unrelated to the janus image generation test failure." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Different bugs: legacy-field model loading failure versus pytest-xdist race on captured_info.txt." - }, - { - "left": "issue:42175", - "right": "issue:44933", - "accept": false, - "reason": "Different failures: missing tensorflow backend in extras install versus a nonexistent image_utils import." + "reason": "A legacy-field loading bug for BeitForSemanticSegmentation is unrelated to the pytest-xdist captured_info.txt race." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Different problems: xdist file race versus stale auto_mappings reference to removed configs." + "reason": "Test-worker file race and removed Sam3LiteText config references are separate CI issues." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "Unrelated: MLFlow reporting on failed training jobs versus OOM with Adafactor in DeepSpeed." - }, - { - "left": "issue:44496", - "right": "issue:45561", - "accept": false, - "reason": "Different failure domains: unrecognized OLMo config versus pytest-xdist race condition." - }, - { - "left": "issue:43976", - "right": "issue:44933", - "accept": false, - "reason": "Different bugs: Python version compatibility regression versus missing import from image_utils." - }, - { - "left": "issue:30990", - "right": "issue:35141", - "accept": false, - "reason": "Different symptoms and code paths: stuck Sentence Transformers loading versus embedding reinitialization after resize." + "reason": "MLFlow reporting on failed training jobs and Adafactor OOM in deepspeed are different training issues." }, { "left": "issue:42175", - "right": "issue:45712", + "right": "issue:44933", "accept": false, - "reason": "Different packaging/test issues: tensorflow extra dependency problem versus leftover dummy classes in dummy_pt_objects.py." + "reason": "Package backend installation coverage and a missing image_utils import are unrelated." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Different tokenizer behaviors: clean_up_tokenization_spaces changes versus add_special_tokens not adding BOS/EOS." + "reason": "Unrecognized model/config loading and xdist file-race CI failures are not the same bug." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Different pipeline/model bugs: Gemma4 attention-mask construction versus MaskGenerationPipeline final-batch handling." + "reason": "Python version compatibility and a missing image_utils import are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The 42673/43704 duplicate call is well supported by matching titles and earlier/more detailed reporting, and the non-match verdicts are phrased cautiously based on title-level evidence only." + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The only accepted pair is the exact duplicate Qwen3ForCausalLM VRAM-leak report, and the rejected pairs are appropriately treated as similar-but-distinct bugs rather than merged issues. The choice of 41628 as a central import/API regression anchor is reasonable given the listed issues." }, "evaluator_used": true, "retried": false, @@ -13753,10 +13761,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:22355", "issue:27957", @@ -13764,6 +13772,7 @@ "issue:30333", "issue:34689", "issue:35141", + "issue:42175", "issue:42222", "issue:42673", "issue:42898", @@ -13784,8 +13793,6 @@ "issue:44242", "issue:44295", "issue:44297", - "issue:44360", - "issue:44448", "issue:44568", "issue:44623", "issue:44734", @@ -13802,12 +13809,17 @@ "issue:45656", "issue:45712", "issue:45812", - "issue:46132", + "issue:46077", + "issue:46123", "issue:46231", "issue:46693", - "issue:46762" + "issue:46829" ], "soft_pairs": [ + "issue:42175|issue:45712", + "issue:42898|issue:44568", + "issue:43479|issue:46829", + "issue:46077|issue:46123", "issue:43377|issue:44242", "issue:44623|issue:45310", "issue:43479|issue:44869", @@ -13816,223 +13828,233 @@ "issue:42898|issue:45812", "issue:43723|issue:44568", "issue:42898|issue:44779", - "issue:43479|issue:44079", "issue:42222|issue:45200", + "issue:43479|issue:44079", "issue:43784|issue:43824", "issue:44734|issue:45103", "issue:27957|issue:30333", "issue:43874|issue:45092", "issue:30333|issue:34689", - "issue:42898|issue:43295", "issue:42898|issue:45356", + "issue:42898|issue:43295", "issue:44295|issue:45656", "issue:43116|issue:44190", "issue:44060|issue:45125", "issue:45405|issue:45712", "issue:30333|issue:35141", - "issue:44933|issue:45712", "issue:22355|issue:28282", "issue:44222|issue:44297", - "issue:44075|issue:46231", - "issue:44360|issue:46762", - "issue:44448|issue:46132" + "issue:44933|issue:45712", + "issue:44075|issue:46231" ], - "prepared_review_unit_hash": "f48e936895b1d1e1a91388c3232068549c1033ac8a6fb2b0a93a773a93ceec80", + "prepared_review_unit_hash": "98fb26a3692e521e3838bc50a9492a59fd419aa3437cf33328bade29494b3546", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36284, - "estimated_input_tokens": 9071, - "estimated_eval_tokens": 18398 + "soft_pair_count": 30, + "serialized_chars": 36971, + "estimated_input_tokens": 9243, + "estimated_eval_tokens": 18742 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All suggested soft pairs look like false positives: they share broad subsystems (tokenizers, multimodal models, docs, serving) but not the same concrete bug or change, so none should be merged as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue emerges from this set; the items describe unrelated bugs, regressions, and documentation/example problems.", + "summary": "This cluster is heterogeneous and does not look like a true duplicate set. It mixes unrelated packaging/import issues, tokenizer-v5 regressions, multimodal model bugs, examples/docs problems, and training/runtime bugs. If one issue has to represent the cluster, issue 42898 is the broadest tokenizer-regression report, but it is still not a duplicate of most others.", + "confidence": 0.24, + "canonical_issue_reason": "Issue 42898 is the most central and broadest report in the weak tokenizer-regression subset, with the most soft links to other v5 tokenizer complaints.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 42898 is the clearest self-contained regression report in the set, with a specific behavior change and a narrow repro scope, but it is not a duplicate target for the other items.", + "best_issue_reason": "Issue 42898 is the best representative of the cluster's small tokenizer-regression theme, but the surrounding issues are too diverse for a single definitive duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Both relate to torch/dummy backend packaging, but one is a missing TensorFlow backend and the other is leftover dummy classes; not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but one is global cleanup-space behavior and the other is BOS/EOS insertion for a specific tokenizer." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different multimodal bugs: one is default config initialization, the other is incorrect output field assignment." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Unrelated model attention-mask bug vs pipeline batching bug." + }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "Different code paths and symptoms: MIMI batched-vs-single encoder outputs versus MoE load-balancing loss gating." + "reason": "Different code paths: padding-mask sensitivity in MIMI encoder vs MoE load-balancing loss gating." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Both involve loading/saving paths, but one is processor.save_pretrained missing files and the other is a Qwen3.5 MoE from_pretrained regression." + "reason": "One is processor save_pretrained file emission, the other is Qwen3.5 MoE loading regression." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Unrelated multimodal config initialization bug versus Whisper timestamp decode crash." + "reason": "Different multimodal components and symptoms; config defaults vs Whisper timestamp decode crash." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "Both mention performance/memory, but one is VRAM leakage in dataloader threads and the other is an FA2 long-context generation slowdown." + "reason": "Both mention generation/performance, but one is a VRAM leak in dataloader threads and the other is a long-context FA2 regression." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error and a documentation parameter-name mismatch are different document issues." + "reason": "Notebook syntax error and documentation parameter mismatch are unrelated." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are v5 tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is Granite token ID generation." + "reason": "Both are v5 tokenizer regressions, but one is cleanup-space behavior and the other is wrong Granite token IDs." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Different tokenizer failures: AutoTokenizer.from_pretrained loading issue versus add_special_tokens not adding BOS/EOS for a specific model." + "reason": "Different tokenizer problems: loading failure in v5 vs add_special_tokens behavior for one tokenizer." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but the concrete failures and likely fixes differ (cleanup behavior vs Deepseek tokenization correctness)." + "reason": "Both are tokenizer regressions, but the reported failure modes and affected code paths differ." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Config default initialization bug is unrelated to ModelOutput key assignment semantics." + "reason": "Different model families and failures: vitpose breakage vs Gemma4 mm_token_type_ids defaulting." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Different multimodal model issues: VitPose breakage versus Gemma 4 mm_token_type_ids defaults." + "reason": "Config initialization bug and ModelOutput key assignment bug are unrelated." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Import-time dependency error in sentence-transformers is unrelated to missing Qwen2.5-VL export." + "reason": "Both are import errors, but they involve different symbols and different failure causes." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serving KV-cache tensor indexing crash and auto_docstring annotation handling are unrelated." + "reason": "Serving KV-cache indexing crash is unrelated to auto-docstring annotation handling." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Flash Attention model behavior and MLflow tracking on failed jobs are unrelated." + "reason": "XLMRoberta Flash Attention issue and MLflow reporting issue are unrelated." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Different multimodal loading bugs: missing image-patch method versus remote-code meta-init incompatibility." + "reason": "Different multimodal model bugs: missing processor method vs remote-code meta-init incompatibility." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow job-status reporting and Llama 3.2 Vision model loading regression are unrelated." + "reason": "Training-job reporting failure is unrelated to Llama vision model loading regression." }, { "left": "issue:42898", - "right": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Tokenizer cleanup behavior is unrelated to processor.tokenizer access and image-passing regression." + "reason": "Both are tokenizer regressions, but they describe different mechanisms and model-specific symptoms." }, { "left": "issue:42898", - "right": "issue:45356", + "right": "issue:43295", "accept": false, - "reason": "Both are tokenizer regressions, but Kimi codec handling/fix_mistral_regex warning is a distinct failure mode." + "reason": "Processor/tokenizer API regression is different from cleanup-space behavior changes." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Position_ids buffer access bug does not match the deepspeed double optimizer step issue." + "reason": "Position_ids buffer read error and double optimizer-step bug are unrelated." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different example scripts and failure modes: empty multi-label results versus local dataset loading." + "reason": "Different example scripts and different failures; one returns empty classification results, the other cannot load a local dataset." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Tied-weights warning logic and missing tensor-parallel plan are separate Qwen3-family issues." + "reason": "Same model family name, but different bugs: tied-weights warning vs missing tensor-parallel plan." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "PEFT version pinning and leftover dummy PT objects are unrelated release/check issues." + "reason": "PEFT version pinning issue and dummy class cleanup are unrelated." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "MLflow failed-job reporting and post_init reinitializing embeddings are different training/model bugs." - }, - { - "left": "issue:44933", - "right": "issue:45712", - "accept": false, - "reason": "Both touch import/export hygiene, but one is a nonexistent image_utils import and the other is leftover dummy classes leaking into dir(transformers)." + "reason": "MLflow reporting and output-embedding reinitialization are unrelated bugs." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Importing transformers.onnx and missing PyTorch for AutoModel are different dependency/import errors." + "reason": "Different import failures with different missing modules/libraries." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Both involve save_pretrained, but one is model FP8 saving and the other is tokenizer_config class-name mismatch." - }, - { - "left": "issue:44075", - "right": "issue:46231", - "accept": false, - "reason": "SGD optimizer arguments being ignored is unrelated to documentation for set_training." + "reason": "Both involve save_pretrained, but one is FP8 MoE model saving and the other is tokenizer class metadata." }, { - "left": "issue:44360", - "right": "issue:46762", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "DSA indexer ReLU discussion and Minimax numerical-difference bug are not the same issue." + "reason": "Nonexistent image_utils import and leftover dummy classes are separate import/cleanup issues." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:44075", + "right": "issue:46231", "accept": false, - "reason": "Pegasus v4/v5 output regression and AttentionInterface.register behavior change are different concrete changes." + "reason": "Optimizer argument handling and docs parameter naming are unrelated." } ] }, @@ -14051,10 +14073,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:30990", "issue:38175", @@ -14078,6 +14100,7 @@ "issue:44297", "issue:44360", "issue:44373", + "issue:44448", "issue:44484", "issue:44485", "issue:44623", @@ -14101,17 +14124,18 @@ "issue:46424", "issue:46431", "issue:46655", - "issue:46665", - "issue:46710" + "issue:46710", + "issue:46762" ], "soft_pairs": [ + "issue:44360|issue:46762", "issue:42831|issue:44623", + "issue:44448|issue:46132", "issue:44297|issue:45656", "issue:42796|issue:43723", - "issue:43479|issue:43644", "issue:44222|issue:44623", + "issue:43479|issue:43644", "issue:45245|issue:46132", - "issue:43479|issue:46665", "issue:41628|issue:42757", "issue:45071|issue:46082", "issue:44373|issue:44485", @@ -14133,238 +14157,244 @@ "issue:44263|issue:44360", "issue:30990|issue:38175", "issue:44263|issue:44373", - "issue:45381|issue:46305", "issue:42831|issue:45310", - "issue:43644|issue:46305", + "issue:45381|issue:46305", "issue:42907|issue:46050", - "issue:44279|issue:46328" + "issue:44279|issue:46328", + "issue:43644|issue:46305" ], - "prepared_review_unit_hash": "a532dcbfbb70c03fcde1876a9f2d8e6be72b6bf7684452139800b0f761c0fedc", + "prepared_review_unit_hash": "48565d7cb14c411dcaf75e1c05f55d1a4d4fd31ae95c230f7fbb83c7469807d8", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36590, - "estimated_input_tokens": 9148, - "estimated_eval_tokens": 18552 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37486, + "estimated_input_tokens": 9372, + "estimated_eval_tokens": 19000 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is broad and mostly heterogeneous: the soft-edge pairs span unrelated model bugs, import errors, cache issues, tokenization problems, and save/load regressions. I don\u2019t see any pair that is safely the same underlying bug/change, so all soft edges should be rejected.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43644 is the broadest, most cross-cutting regression in the set: a Transformers v5 initialization/state bug with potential to affect many models, unlike the more niche model- or API-specific reports.", + "summary": "This cluster is not a true duplicate set; it mixes many unrelated Transformer issues (tokenization, generation, config validation, save/load, FP8, multimodal/video bugs). The soft-similarity pairs are mostly broad subsystem overlap, not the same underlying defect.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is heterogeneous and the apparent matches are mostly superficial similarity rather than the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43644 is the best single representative because it describes a concrete version-wide regression rather than a narrow model-specific symptom, so it is the most plausible canonical issue for this mixed cluster.", + "best_issue_reason": "If one representative issue is needed, issue:44297 is the clearest, most self-contained report, but it does not subsume the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "Different bugs in different attention/indexing implementations; one is about a DSA indexer, the other about Minimax MSA numerical differences." + }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy vs processor save_pretrained missing files are different subsystems and different failure modes." + "reason": "FP8 accuracy regression vs missing files in processor.save_pretrained; unrelated failure modes." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different code paths: Pegasus output regression versus AttentionInterface.register changing callable behavior." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to deepspeed optimizer-step counting." + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to deepspeed causing optimizer.step to run twice." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Both involve tokenizers, but one is BPE marker handling for a specific model and the other is a v5 loading failure; not the same bug." + "reason": "Both involve tokenizers, but one is BPE marker handling and the other is an AutoTokenizer.from_pretrained import/load problem." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Multimodal config defaults and non-persistent buffer junk are unrelated issues." + "reason": "Both are save_pretrained-related, but one is FP8 MoE serialization and the other is processor file emission; different bugs." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 MoE serialization and the other is missing processor files; different code paths." + "reason": "Multimodal config default initialization is not the same as non-persistent buffers being filled with junk." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count runtime error and AttentionInterface.register behavior change are unrelated." - }, - { - "left": "issue:43479", - "right": "issue:46665", - "accept": false, - "reason": "Default config initialization and from_pretrained behavior inside classes are not the same underlying bug." + "reason": "Category-count runtime limit and AttentionInterface.register behavior are unrelated." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different packages; no shared root cause is evident." + "reason": "Two distinct missing-symbol import errors affecting different packages and APIs." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "General PretrainedConfig type-checking regression is distinct from LlamaConfig head_dim validation." + "reason": "PretrainedConfig type-checking regression is different from LlamaConfig head_dim validation logic." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "A wrong docstring is not the same as a RoPE implementation discussion." + "reason": "Docstring mismatch for position_ids is not the same as the GLM-5 RoPE implementation discussion." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer class metadata in save_pretrained and Qwen3.5 from_pretrained errors are different failures." + "reason": "Tokenizer save_pretrained mismatch and Qwen3.5 MoE from_pretrained error are separate issues." }, { "left": "issue:46132", "right": "issue:46710", "accept": false, - "reason": "Registered attention callback behavior and model accuracy regression are unrelated." + "reason": "AttentionInterface.register behavior change is unrelated to a model accuracy regression." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MoE save_pretrained and max_shard_size default behavior are different issues." + "reason": "FP8 MoE save_pretrained bug is unrelated to a question about max_shard_size defaults." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading in v5 and flash-attention generation failure are unrelated." + "reason": "Tokenizer loading/import issue and flash-attention generation failure are different problems." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to LlamaConfig validation." + "reason": "Example script failing to load a local dataset is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Both are cache-related, but one is a generation kwarg update bug and the other is a cache_length configuration limitation." + "reason": "Generation kwargs update after sync_gpus and cache max length behavior are different cache/generation bugs." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenization drift across versions and FP8 inference on B200 are unrelated." + "reason": "Tokenization changes across versions and FP8 inference on B200 are unrelated." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature extractor center-arg regression and auto-docstring crash on future annotations are different code paths." + "reason": "Feature extractor center-arg crash and auto_docstring annotation crash are unrelated modules." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "KV-cache/generation kwarg handling is not the same as a long-OCR-input index error." + "reason": "Generation kwarg handling is not the same as the Kosmos2.5 long-OCR index error." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "A torch.split return-value issue in a DSA indexer is unrelated to remote-code checkpoint/meta-init incompatibility." + "reason": "DSA indexer split behavior and remote-code checkpoint meta-init incompatibility are different bugs." }, { "left": "issue:44734", "right": "issue:46421", "accept": false, - "reason": "Serve KV-cache continuation crash and chunked-prefill recompilation are different cache problems." + "reason": "Both mention cache, but one is a serve KV-cache indexing crash and the other is spurious recompilation from lazy cache init." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM 3 Video missing attribute and MoonshineStreaming window off-by-one are unrelated model bugs." + "reason": "SAM 3 Video missing attribute and MoonshineStreaming mask off-by-one are unrelated video bugs." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference on B200 and missing chat template validation are unrelated." + "reason": "FP8 inference on B200 and missing chat template in processor.save_pretrained are unrelated." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "A sliding-window off-by-one and a video padding-calculation bug are different bugs." + "reason": "Both are video-related, but one is a sliding-window mask off-by-one and the other is incorrect padding in a video processor." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Position_ids buffer access and processor save_pretrained file omission do not share the same failure mode." + "reason": "Position_ids buffer access error is unrelated to processor.save_pretrained missing files." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Same subsystem, but one is a torch.split/indexing bug and the other is a missing ReLU; not the same concrete bug." + "reason": "Same broad DSA area, but the concrete defects differ: torch.split return handling versus missing ReLU." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading hang and SIGLIP2 zero probabilities are unrelated model-specific problems." + "reason": "Sentence-transformers loading hang and zero probabilities in SigLIP2 are unrelated." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "Indexer split behavior and a wrong docstring are unrelated." - }, - { - "left": "issue:45381", - "right": "issue:46305", - "accept": false, - "reason": "Video vision_position_ids mismatch and streaming mask off-by-one are different position-handling bugs." + "reason": "DSA indexer split behavior and a docstring error for position_ids are not the same bug." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FP8 accuracy issues and Qwen3.5 from_pretrained errors are not the same bug." + "reason": "Both are model/precision regressions, but one is FineGrainedFP8 accuracy and the other is a Qwen3.5 MoE loading error." }, { - "left": "issue:43644", + "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer junk and streaming window masking are unrelated." + "reason": "Qwen2.5-VL video vision_position_ids and MoonshineStreaming mask logic are different models and different defects." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Dequantized model save failures and sinq quantized save/load breakage are both serialization-related but not the same underlying issue." + "reason": "Dequantized Ministrals save failure and sinq quantized save/load breakage are related only at a very broad save/load level." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "A dependency problem and a padding performance issue are unrelated." + "reason": "A dependency issue with transformers is unrelated to a SequenceFeatureExtractor.pad performance problem." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and a sliding-window mask off-by-one are unrelated bugs." } ] }, @@ -14383,10 +14413,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:22355", "issue:27957", @@ -14425,7 +14455,6 @@ "issue:44568", "issue:44829", "issue:44945", - "issue:44964", "issue:45092", "issue:45278", "issue:45357", @@ -14433,12 +14462,14 @@ "issue:45593", "issue:45753", "issue:46002", + "issue:46172", "issue:46369", - "issue:46402" + "issue:46402", + "issue:46762" ], "soft_pairs": [ - "issue:44829|issue:46002", "issue:45092|issue:45357", + "issue:44829|issue:46002", "issue:22355|issue:27957", "issue:44261|issue:45092", "issue:44483|issue:45406", @@ -14453,239 +14484,236 @@ "issue:42757|issue:45278", "issue:42886|issue:42994", "issue:44188|issue:44373", - "issue:43232|issue:45593", "issue:43408|issue:46369", + "issue:43232|issue:45593", "issue:44261|issue:44373", "issue:43646|issue:46002", "issue:42796|issue:43122", "issue:42907|issue:44945", - "issue:30990|issue:33357", "issue:43576|issue:43784", + "issue:30990|issue:33357", "issue:43756|issue:44060", "issue:42371|issue:44263", - "issue:39401|issue:44488", "issue:44295|issue:44297", + "issue:39401|issue:44488", "issue:43976|issue:44945", - "issue:42907|issue:44964" + "issue:46172|issue:46762" ], - "prepared_review_unit_hash": "4c566cebbf6b4e8dbfff18b82501c95666a92fd7a8b83436d1b7fac83396a351", + "prepared_review_unit_hash": "49940d5749f091da59f222427eeedbaa21065e2e600812f59bb6351e49030e44", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 35666, - "estimated_input_tokens": 8917, - "estimated_eval_tokens": 18090 + "serialized_chars": 36224, + "estimated_input_tokens": 9056, + "estimated_eval_tokens": 18368 }, "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 bug reports (tokenizers, model loading, quantization, generation, serving, and version regressions). The only clear soft connection is a broad import-regression umbrella issue that can subsume a specific missing-import report.", - "confidence": 0.64, - "canonical_issue_reason": "issue:45278 is the broadest, most representative umbrella report in the set: it captures multiple import failures after upgrading Transformers, making it the best canonical issue for an import-regression subgroup.", + "summary": "The cluster is very heterogeneous: most items are unrelated tokenizer/import/regression/model-specific issues, so there is no strong duplicate core. I rejected all soft edges as not the same underlying bug or change.", + "confidence": 0.21, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella candidate in this set, covering a version-upgrade import-regression theme that is closer to several other import-related reports than the rest of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best global issue candidate because it is the most general, central failure mode among the items and can anchor the only plausible duplicate family here.", + "best_issue_reason": "Issue 45278 is the best global issue candidate because it is the most general and could reasonably absorb adjacent import-error reports if any consolidation were needed.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "Different problems: flash-attention-3 training degeneration vs NaNs after checkout/init in classification heads." + "reason": "Different models and different failure modes: meta-initialization incompatibility vs incorrect visual encoder keys on save." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:44829", + "right": "issue:46002", "accept": false, - "reason": "Both involve model save/load paths, but they are different models and different bugs (meta-init incompatibility vs incorrect visual-encoder keys on save)." + "reason": "Both are training/initialization problems, but the concrete bugs differ: flash-attention training degradation vs NaNs from checkout+init." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Unrelated: missing transformers.onnx module vs XLMRoberta + Flash Attention 2 behavior." + "reason": "Unrelated: an import-path failure for transformers.onnx versus an XLMRoberta flash-attention issue." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Different model-specific issues with no shared code-path indicated." + "reason": "Different code paths and symptoms: MLA RMS norm epsilon precision issue vs remote-code/meta-init incompatibility." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Different failures: chat-completions request rejection vs transformers serve crashing on Gemma4Processor." + "reason": "Serve/API request parsing failure and Gemma4Processor attribute crash are different concrete bugs." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Different issue types and different model paths; no same concrete bug." + "reason": "Different models and likely different causes; one is a FineGrainedFP8 accuracy regression, the other is a Qwen3-VL-Moe bug report." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols/models and no evidence they share one root cause." + "reason": "Both are import errors, but they involve different missing symbols and different modules; not the same underlying bug." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Related SAM3 family, but one is a model-type warning and the other is missing text-encoder weights; not the same bug." + "reason": "A model-type warning and missing text-encoder weights are distinct SAM3 issues, not one duplicate defect." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Accuracy issue in FP8 vs infinite loop on a specific image are different failures." + "reason": "FineGrainedFP8 accuracy loss and a Qwen3_5 image infinite-loop issue are unrelated." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "No module import failure vs tokenizer spacing bug are unrelated." + "reason": "ONNX import failure versus tokenizer spacing after added tokens; no shared underlying bug." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Different tokenizer bugs with different models and symptoms." + "reason": "Different tokenizer regressions on different models: wrong offset mappings vs missing BOS/EOS addition." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 issue vs Sentence Transformers loading hang are not the same underlying bug." + "reason": "Flash Attention 2 support for XLMRoberta is not the same bug as Sentence Transformers getting stuck loading." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading failure and wrong tokenizer decoder type are different tokenizer regressions." + "reason": "Offline-cache tokenizer loading failure and wrong decoder type in v5 are different tokenizer issues." }, { "left": "issue:42757", "right": "issue:45278", - "accept": true, - "reason": "issue:42757 is a specific import error that plausibly falls under the broader multi-import regression described by issue:45278." + "accept": false, + "reason": "45278 is a broad import-regression report, but 42757 is a specific missing import from huggingface_hub; not the same concrete bug." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Tokenizer offline cache loading vs quantized model saving are different code paths." + "reason": "Tokenizer offline-cache loading and quantized model saving are unrelated." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring typo." + "reason": "Attention-kernel divergence under torch.compile is unrelated to a wrong docstring for position_ids." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:43408", + "right": "issue:46369", "accept": false, - "reason": "Generation kwargs handling after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Both mention SAM3, but a memory overflow in sam3-litetext is not the same as a model-type warning for sam3_tracker." }, { - "left": "issue:43408", - "right": "issue:46369", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "SAM3 model-type warning vs memory overflow in sam3-litetext are different bugs." + "reason": "Generation kwargs handling and D-FINE auxiliary-loss behavior are unrelated code paths." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "Precision/config bug vs docstring issue; not the same defect." + "reason": "A numerical precision/config bug is not a docstring issue." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization regression vs NaNs in classification heads are different failures." + "reason": "Custom model initialization breakage and NaNs in classification heads are different failures, even if both involve initialization." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both concern tokenization, but one is BPE marker handling for a specific model and the other is version-to-version tokenization drift; not enough to treat as the same bug." + "reason": "Tokenizer BPE-marker handling for Ministral and version-to-version tokenization differences are not clearly the same bug." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Saving dequantized models and pipeline-parallel output correctness are unrelated." + "reason": "Quantized model saving failure and incorrect LLM output under pipeline parallelism are unrelated." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "Loading hang vs MacOS bus error are different runtime failures." + "reason": "Broken env command and a NameError importing sentence-transformers are different regression surfaces." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Broken CLI command and import-time NameError in sentence-transformers are different issues." + "reason": "Both are loading/runtime failures, but one is Sentence Transformers hanging and the other is a MacOS bus error on a CLIP model." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Different model-specific architecture/configuration bugs." + "reason": "Smollm3 RoPE-layer dropping and Qwen3-Next tied-weights warning are different architecture-specific issues." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 API guidance and torch.split return-value handling are unrelated." + "reason": "TF32 configuration guidance and torch.split return values in GlmMoeDsaIndexer are unrelated." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Wrong offset mapping vs model loading failure are different tokenizer/model issues." + "reason": "Different tokenizer serialization problems: reading registered position_ids buffer vs mismatched tokenizer_class in config." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Buffer/position_ids access error and tokenizer_class mismatch in saved config are different serialization issues." + "reason": "Wrong offset_mapping for Qwen3 tokenizer and failure to load cjvt/sleng-bert are separate tokenizer/model issues." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version support regression and pipeline-parallel output bug are unrelated." + "reason": "Python-version compatibility in 5.1.0 is unrelated to pipeline-parallelism output corruption." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:46172", + "right": "issue:46762", "accept": false, - "reason": "Dequantized model saving failure vs loading Phi-4 multimodal model are different model-loading/saving paths." + "reason": "Both concern numerical behavior, but they are different models and different attention implementations." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall: the cluster is correctly summarized as mostly unrelated issues, and the one accepted soft edge (42757 \u2194 45278) is a conservative, well-supported import-regression match. The other pair verdicts stay on the cautious side and do not overclaim shared root causes." - }, - "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 }, @@ -14697,15 +14725,16 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:22355", "issue:29127", "issue:29159", "issue:36296", + "issue:38617", "issue:39401", "issue:41628", "issue:42175", @@ -14738,6 +14767,7 @@ "issue:44829", "issue:44938", "issue:44945", + "issue:44964", "issue:45200", "issue:45216", "issue:45278", @@ -14745,16 +14775,14 @@ "issue:45478", "issue:45600", "issue:45753", - "issue:46172", "issue:46326", "issue:46328", - "issue:46614", - "issue:46762" + "issue:46614" ], "soft_pairs": [ - "issue:46172|issue:46762", - "issue:43784|issue:45600", + "issue:42907|issue:44964", "issue:42907|issue:43937", + "issue:43784|issue:45600", "issue:44117|issue:44704", "issue:41628|issue:45278", "issue:44625|issue:44829", @@ -14769,8 +14797,8 @@ "issue:39401|issue:46614", "issue:22355|issue:29159", "issue:45216|issue:45478", - "issue:43116|issue:45200", "issue:44038|issue:44295", + "issue:43116|issue:45200", "issue:44038|issue:44222", "issue:43824|issue:44351", "issue:43122|issue:44779", @@ -14782,222 +14810,229 @@ "issue:43493|issue:45753", "issue:44188|issue:46328", "issue:42898|issue:46614", - "issue:43937|issue:44485" + "issue:43937|issue:44485", + "issue:38617|issue:45278" ], - "prepared_review_unit_hash": "ce0caa3ff709391ee952db28c2f8ea7966fbad876add6e0e84122f1049c98c72", + "prepared_review_unit_hash": "e3b631de1b14fc2eef82b1807f8905d89c6ff5134743096a9b935cb4e1295658", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36696, - "estimated_input_tokens": 9174, - "estimated_eval_tokens": 18604 + "soft_pair_count": 32, + "serialized_chars": 37023, + "estimated_input_tokens": 9256, + "estimated_eval_tokens": 18768 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most pairs share only broad ecosystem themes (imports, tokenization, save/load regressions) but not the same underlying bug. I rejected all soft edges as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "If a representative is needed, issue 45278 is the broadest umbrella for the recurring import/API-regression subset, though no single issue cleanly represents the whole cluster.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. The only mild thematic overlap is around import/version regressions, but the candidate pairs do not look like the same concrete bug or change, so I would not merge any of them.", + "confidence": 0.47, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set (\u201cmany import errors after update\u201d), making it the most reasonable anchor among otherwise unrelated issues.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the closest thing to a cluster representative because it is broad and user-facing, but the cluster still spans many unrelated bugs, so it is only a weak canonical choice.", + "best_issue_reason": "issue:45278 is the best global representative because it is the most general and could plausibly subsume several of the import-regression reports, even though it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46172", - "right": "issue:46762", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "Both mention numerical differences in attention code, but they concern different models, implementations, and failure modes." + "reason": "Both are model-related errors, but one is about saving dequantized Ministrals/Devstrals and the other about loading Phi-4 multimodal; different code paths and likely different bugs." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Missing import in sentence-transformers is unrelated to stale auto_mappings references to removed Sam3LiteText configs." + "reason": "Different models and different failure modes: dequantized save_pretrained vs invalid GenerationConfig." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "One is a save_pretrained/dequantization problem; the other is GLM-5 GenerationConfig validation." + "reason": "Both are import-time breakages, but the missing `nn` in sentence-transformers and broken `auto_mappings.py` references are distinct causes." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling and AutoProcessor kwargs forwarding are different code-path bugs." + "reason": "These touch tokenizer/processor plumbing, but one is a tokenizer mapping None-handling bug and the other is kwargs not forwarded to `cached_file`." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Both are import errors after upgrade, but they involve different missing symbols and likely separate API breakages." + "reason": "`AutoImageProcessor` missing and \u201cmany import errors\u201d are related at a very high level, but the evidence is too broad to treat them as the same concrete bug." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated bugs." + "reason": "Unrelated topics: config propagation for Qwen3.5 labels versus degenerate training with flash_attention_3." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "cached_file kwargs forwarding is unrelated to apply_chat_template crashing on tool-call assistant messages." + "reason": "Different API paths: processor kwargs forwarding versus chat template crashes on tool-call assistant messages." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Wrong offset mappings and zero assistant masks are both tokenizer-related, but not the same defect." + "reason": "Both mention tokenization-related outputs, but one is wrong offset mappings and the other is multimodal assistant masks; not the same bug." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA ReLU discussion and GLM-5 RoPE implementation do not describe the same issue." + "reason": "Completely different components and problems: DSA indexer ReLU discussion vs GLM-5 RoPE implementation." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "A model-type warning and a missing Sam3VisionEncoderOutput attribute are distinct SAM 3 video problems." + "reason": "Both are SAM 3 Video-related, but a model-type warning and a missing `fpn_position_embeddings` attribute are different defects." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenizer-v5 behavior changes and multimodal assistant_mask generation are different bugs." + "reason": "Both are tokenizer/template regressions, but one is tokenization differences across versions and the other is zero assistant masks for multimodal inputs." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Different tokenization in v5 and mistral_common continue_final_message behavior are not the same code-path." + "reason": "Both involve tokenization behavior, but they concern different tokenizer families and distinct regressions." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe issues are unrelated to tokenizer.save_pretrained writing the wrong tokenizer_class." + "reason": "Different issues: Qwen3-VL-Moe bug versus tokenizer_class metadata mismatch on save_pretrained." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Dequantized model saving and gguf_file/from_pretrained loading are separate persistence bugs." + "reason": "Both involve model I/O, but gguf_file loading failures and dequantized-model save failures are not the same underlying bug." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Qwen3 offset_mapping and stale phonemizer language state are unrelated tokenizer/audio bugs." + "reason": "Both are tokenizer-related, but offset_mapping behavior and stale phonemizer backend state are separate code paths." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "An ONNX import failure is unrelated to slow/fast tokenizer inconsistency." + "reason": "An import failure for `transformers.onnx` is unrelated to slow-vs-fast tokenizer inconsistency." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5 regressions, but one is about save_pretrained checkpoint correctness and the other is a from_pretrained load error." + "reason": "Both mention Qwen3.5 and version regressions, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading failure." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Empty multi-label classification results and missing mm_token_type_ids defaults are different failures." + "reason": "Different symptoms and likely different subsystems: Qwen3-VL-Moe bug versus position_ids buffer access error." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Qwen3-VL-Moe and position_ids buffer reading are unrelated bugs." + "reason": "Classification pipeline output emptiness and Gemma 4 mm_token_type_ids defaults are unrelated." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Qwen3-VL-Moe and FP8 save_pretrained moe are not the same concrete issue." + "reason": "Both mention MoE/model saving, but they are different bugs with different triggers and symptoms." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing names in different modules." + "reason": "Both are import errors, but they are for different exported symbols and there is no sign of the same code-path breakage." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "A generic tokenizer version difference is not the same as the DeepSeek v5 regression." + "reason": "Both are tokenizer regressions across versions, but they affect different models and different tokenization behavior." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are missing-import complaints, but they stem from different packages and symbols." + "reason": "Import errors in different packages (`huggingface_hub` vs `transformers`) are not the same bug." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training instability and the multi-label example script returning empty results are unrelated." + "reason": "Tensor parallel training and multi-label classification pipeline output are unrelated." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Embedding dtype mismatch during eval is not the same bug as incorrect output under pipeline parallelism." + "reason": "Embedding dtype drift in evaluate and incorrect output under pipeline parallelism are different problems." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "No meaningful overlap beyond both being Transformers issues." + "reason": "Different areas and symptoms: missing `transformers.onnx` module vs LayoutLMv3 error-message clarity." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Missing TensorFlow backend in an install extra is unrelated to Python 3.14 import/load failures." + "reason": "TensorFlow backend packaging and Python 3.14 loading failures are not the same underlying bug." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite-loop behavior are unrelated model bugs." + "reason": "Both are multimodal model issues, but different models and different failure modes; not a duplicate pair." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "torch.compile attention-kernel divergence and a padding inefficiency are different kinds of problems." + "reason": "Attention-kernel divergence under torch.compile and SequenceFeatureExtractor.pad inefficiency are unrelated." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "clean_up_tokenization_spaces v5 behavior and stale phonemizer backend state are unrelated." + "reason": "Tokenization cleanup behavior and phonemizer backend state are separate issues." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Invalid GenerationConfig and GLM-5 RoPE implementation are separate issues." + "reason": "Same model family (GLM-5) but different concrete bugs: generation config validation vs RoPE implementation." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import regressions, but the specific missing symbol and the broader \u201cmany import errors\u201d report are not the same concrete defect." } ] }, @@ -15016,14 +15051,13 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:28348", "issue:33453", - "issue:38617", "issue:39401", "issue:42222", "issue:42371", @@ -15035,6 +15069,7 @@ "issue:43441", "issue:43493", "issue:43611", + "issue:43618", "issue:43673", "issue:43825", "issue:43827", @@ -15055,7 +15090,6 @@ "issue:45072", "issue:45083", "issue:45092", - "issue:45278", "issue:45357", "issue:45446", "issue:45478", @@ -15068,29 +15102,30 @@ "issue:46697", "issue:46710", "issue:46752", - "issue:46762" + "issue:46762", + "issue:46829" ], "soft_pairs": [ - "issue:38617|issue:45278", - "issue:43611|issue:46002", "issue:43066|issue:44779", + "issue:43611|issue:46002", "issue:44355|issue:46231", "issue:43116|issue:43493", "issue:43976|issue:45446", - "issue:42673|issue:45072", "issue:44038|issue:45478", + "issue:42673|issue:45072", "issue:44625|issue:46002", "issue:45357|issue:45478", "issue:45083|issue:45446", "issue:42371|issue:43874", - "issue:42222|issue:43441", + "issue:43618|issue:46829", "issue:44075|issue:44936", "issue:43116|issue:43825", + "issue:42222|issue:43441", "issue:43992|issue:44704", "issue:44995|issue:46697", "issue:43066|issue:46710", - "issue:46614|issue:46752", "issue:28348|issue:46640", + "issue:46614|issue:46752", "issue:44263|issue:46762", "issue:45092|issue:46762", "issue:43827|issue:45446", @@ -15100,202 +15135,202 @@ "issue:33453|issue:39401", "issue:44380|issue:46077" ], - "prepared_review_unit_hash": "d4f2112bb93d4e7cd9281181b919ee1bc9bc3e030a114e080d654327b65d1289", + "prepared_review_unit_hash": "770f370684b8b80705daf9b7896bc13609d40cb4ff81207fd9816e7034e6439f", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35774, - "estimated_input_tokens": 8944, - "estimated_eval_tokens": 18144 + "serialized_chars": 35786, + "estimated_input_tokens": 8947, + "estimated_eval_tokens": 18150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a heterogeneous mix of unrelated Transformers bugs and docs issues. None of the proposed soft pairs look like the same underlying bug or change, so all should stay separate.", + "summary": "This cluster is heterogeneous: most items are unrelated v5-era regressions across tokenization, model loading, training, generation, attention, and docs. None of the soft-edge pairs looks like the same underlying bug or change, so I would not merge or dedupe them.", "confidence": 0.91, - "canonical_issue_reason": null, + "canonical_issue_reason": "No single canonical issue fits the cluster well; the items span many distinct subsystems and failure modes rather than one shared bug.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue is a safe global duplicate target here. The titles point to different concrete problems, so picking one as the cluster representative would be misleading.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "Both are import-related, but 38617 is a specific missing symbol in configuration_utils while 45278 is a broad upgrade-induced import breakage affecting many modules." + "reason": "Both are tokenizer-related, but one is a decoder-type change in v5 and the other is a DeepSeek tokenization regression; different underlying bugs." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "43611 is about loading models with base_model_prefix in v5; 46002 is about NaNs in classification heads. Different code paths and symptoms." - }, - { - "left": "issue:43066", - "right": "issue:44779", - "accept": false, - "reason": "43066 concerns wrong tokenizer decoder type in v5; 44779 is a DeepSeek tokenizer regression producing incorrect outputs. Related subsystem, but not the same bug." + "reason": "Model loading with base_model_prefix is unrelated to NaNs in classification heads during init/checkout." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "44355 reports errors running compiled Python files; 46231 is a docs-only parameter name mismatch. Not the same issue." + "reason": "Compiled Python file errors and a set_training() doc parameter typo are not the same issue." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "43116 is a multi-label classification example script bug; 43493 is a SigLIP2 implementation discrepancy versus JAX. Different artifacts and failures." + "reason": "Example script multi-label output failure is unrelated to a SigLIP2 HF-vs-JAX implementation discrepancy." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "43976 is a Python version compatibility problem in Transformers 5.1.0; 45446 is a flex_attention import/version-check bug." + "reason": "Python version support bug and a PyTorch version check bug are different compatibility problems." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "42673 reports a VRAM leak in multi-threaded Qwen3 inference; 45072 is a dtype mismatch in SwitchTransformers/TimmWrapperModel bfloat16 inference." + "reason": "Both involve Qwen3-family v5 issues, but one is Qwen3-VL-Moe and the other is Qwen3.5-Moe from_pretrained loading; not the same concrete bug." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Both mention Qwen3.5/Moe, but 44038 is a Transformers 5/Qwen3-VL-Moe bug while 45478 is a from_pretrained loading failure for Qwen3.5 Moe. Not clearly mergeable into one fix." + "reason": "VRAM leakage in multithreaded loading and bfloat16 dtype mismatches are different failure modes." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "44625 is about num_labels propagation in Qwen3.5 config; 46002 is about NaNs in classification heads. Separate defects." + "reason": "num_labels propagation in config is unrelated to NaNs appearing in classification heads." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "45357 concerns save_pretrained writing incorrect visual encoder keys; 45478 concerns loading failure in Qwen3.5 Moe. Different directions and root causes." + "reason": "Both are Qwen3.5 save/load regressions, but save_pretrained key mapping and from_pretrained loading errors are distinct bugs." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "45083 is a helper-function length-calculation issue in qwen3_omni_moe; 45446 is a flex_attention import/version-check problem." + "reason": "A helper length-computation issue in qwen3_omni_moe is unrelated to an import/version-check problem in flex_attention." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "42371 is about TF32 API settings; 43874 is a missing image-processor method causing multimodal token counting failure. No common bug." + "reason": "TF32 configuration settings and a missing image-patch helper in GLM46V are unrelated." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:43618", + "right": "issue:46829", "accept": false, - "reason": "42222 is a vitpose model import/breakage issue; 43441 is a FlashAttention failure for Ministral-3. Different models and code paths." + "reason": "Both concern output dataclasses, but they affect different model outputs and fields; not the same bug." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "44075 says SGD arguments are ignored; 44936 says trainer.evaluate() fails after trainer.train(). Different behavior, not duplicates." + "reason": "Unused SGD args in the optimizer and trainer.evaluate() failing after train() are different training bugs." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "43116 is an example script producing empty multi-label results; 43825 is a pipeline() error-message/docs mismatch about translation support." + "reason": "Multi-label example-script failure and a pipeline() error-message regression are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose breakage and Ministral FlashAttention failures are completely different model-specific issues." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "43992 is a missing embed_tokens weight during UMT5Encoder loading; 44704 is AutoProcessor not forwarding kwargs to cached_file." + "reason": "Missing embed_tokens.weight in UMT5 loading is unrelated to AutoProcessor not forwarding kwargs to cached_file." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "44995 is a stale cache bug in GlmMoeDsa; 46697 is an image padding issue in Swin2SR image preprocessing." + "reason": "A stale indexer cache crash in GlmMoeDsa is unrelated to Swin2SR image over-padding." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "43066 is a tokenizer decoder-type regression; 46710 is an accuracy regression in DeepSeek-R1 after upgrading Transformers. Too broad and likely different causes." + "reason": "Tokenizer decoder-type regression and a DeepSeek accuracy regression are different problems despite both being v5-related." }, { - "left": "issue:46614", - "right": "issue:46752", + "left": "issue:28348", + "right": "issue:46640", "accept": false, - "reason": "46614 is a stale phonemizer backend selection bug; 46752 is an apply_chat_template empty-list IndexError. Different APIs and failure modes." + "reason": "A feature request for GPT2 FlashAttention support is not the same as a generic Flash Attention 2 issue." }, { - "left": "issue:28348", - "right": "issue:46640", + "left": "issue:46614", + "right": "issue:46752", "accept": false, - "reason": "28348 is specifically about adding FlashAttention 2 support for GPT2LMHeadModel; 46640 is a generic Flash Attention 2 issue with no evidence it is the same change." + "reason": "Stale espeak backend state in phonemize is unrelated to apply_chat_template crashing on an empty list." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "44263 is about torch.split return values in GlmMoeDsaIndexer; 46762 concerns numerical differences in Minimax MSA attention. Different implementation areas." + "reason": "GlmMoeDsa torch.split() behavior and Minimax attention numerical differences are different model/code-path issues." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "45092 is a remote-code/meta-init compatibility problem for old InternVL2 checkpoints; 46762 is about Minimax attention numerics. Unrelated." + "reason": "InternVL2 meta-init incompatibility is unrelated to Minimax attention numerical discrepancies." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "43827 is docs referencing removed pipeline() APIs; 45446 is a runtime import/version-check bug in flex_attention. Not the same change." + "reason": "Docs still mentioning pipeline() and a flex_attention import version check are not the same bug." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "43064 is a Trainer/FSDP2/PEFT optimizer-state bug; 43673 is a missing GenerationMixin cache during chunked_prefill. Different training vs generation paths." + "reason": "Distributed optimizer state corruption in training and missing GenerationMixin cache in chunked prefill are unrelated." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "42673 is about VRAM leakage in dataloader threads; 42796 is a tokenizer BPE marker handling bug. No overlap in underlying defect." + "reason": "A VRAM leak in Qwen3ForCausalLM is unrelated to a tokenizer BPE-marker handling bug in Ministral." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "43937 is an invalid GenerationConfig error for GLM-5; 45563 is a stale warning in paged generate() for num_return_sequences. Different severity and code paths." + "reason": "Invalid GenerationConfig and a stale num_return_sequences warning are different generation-path issues." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "33453 is a tokenizer loading regression; 39401 is a Qwen3 tokenizer offset_mapping bug. Same subsystem, but not the same bug." + "reason": "Generic tokenizer loading regression and Qwen3 offset_mapping errors are related only broadly; not the same concrete bug." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "44380 is GPT2 attention scaling being ignored under SDPA/FlashAttention; 46077 is Gemma4 building causal masks despite bidirectional attention settings. Both attention-related, but distinct concrete bugs." + "reason": "GPT2 attention scaling being ignored and Gemma4 bidirectional masks still being causal are different attention bugs in different models." } ] }, @@ -15314,10 +15349,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:38617", "issue:39401", @@ -15373,8 +15408,8 @@ "issue:43673|issue:46328", "issue:42673|issue:46655", "issue:44291|issue:45071", - "issue:45405|issue:45446", "issue:42222|issue:46752", + "issue:45405|issue:45446", "issue:44117|issue:45588", "issue:44466|issue:46002", "issue:44410|issue:45310", @@ -15388,9 +15423,9 @@ "issue:44117|issue:45081", "issue:42617|issue:45341", "issue:38617|issue:41628", - "issue:43408|issue:43742", "issue:43122|issue:46298", "issue:45362|issue:46328", + "issue:43408|issue:43742", "issue:44877|issue:46231", "issue:42222|issue:46178", "issue:44484|issue:45310", @@ -15400,214 +15435,214 @@ "issue:44410|issue:45478", "issue:42371|issue:46617" ], - "prepared_review_unit_hash": "d91859aa6782a53b780eea10699d13a2c02a97d1414151a81b23143e0ab8c662", + "prepared_review_unit_hash": "934391b43d37b8a9823ddc2ba968c4506460367e6e948180fc44ae5701ba2d0c", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36686, - "estimated_input_tokens": 9172, - "estimated_eval_tokens": 18600 + "serialized_chars": 36689, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated issues across tokenizers, model loading, generation, video processors, testing utilities, backend/config checks, and docs. None of the soft-edge pairs look like the same underlying bug or change, so all should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue is representative; the cluster contains multiple unrelated defects rather than duplicates of one bug.", + "summary": "The proposed soft links are mostly loose lexical matches across different subsystems, models, or failure modes. I would reject all of them; this cluster does not look like one duplicate family. If forced to name a representative issue, #45310 is the strongest issue-style report in the set.", + "confidence": 0.62, + "canonical_issue_reason": "#45310 is the clearest, most specific user-facing regression report in the set: it names a concrete model family, version gate, and loading failure. It also sits in the most obviously duplicate-looking subthread among the Qwen3.5 MoE reports.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue candidate stands out because the grouped reports do not share one root cause or code path.", + "best_issue_reason": "#45310 is the best representative issue because it is narrowly scoped, versioned, and actionable. The rest of the items are too heterogeneous to serve as a better cluster anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45356", "right": "issue:46614", "accept": false, - "reason": "Both are tokenizer reports, but they target different tokenizers and different failures (codec handling/warning vs stale phonemizer backend)." + "reason": "Different tokenizer stacks and different bug classes: codec/warning regression vs stale phonemizer backend state." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache behavior and SequenceFeatureExtractor.pad performance are unrelated code paths." + "reason": "Generation cache missing during chunked prefill is unrelated to a padding performance issue in SequenceFeatureExtractor." }, { "left": "issue:42673", "right": "issue:46655", "accept": false, - "reason": "A VRAM leak in multi-threaded loading is not the same bug as incorrect video padding calculation." + "reason": "VRAM leak in Qwen3ForCausalLM is a different problem from incorrect video padding calculation in SmolVLM." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Both are v5 regressions, but one is about init_empty_weights argument handling and the other about PretrainedConfig type checking." + "reason": "One is an unexpected init_empty_weights argument error; the other is a PretrainedConfig type-checking regression." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:42222", + "right": "issue:46752", "accept": false, - "reason": "A released-version dependency bump and a PyTorch version guard bug are different issues." + "reason": "VitPose model breakage and apply_chat_template empty-list crash are unrelated code paths." }, { - "left": "issue:42222", - "right": "issue:46752", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "Broken vitpose model loading is unrelated to apply_chat_template crashing on an empty list." + "reason": "A dependency version bump issue is not the same underlying bug as a PyTorch version guard in flex_attention." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping None and flash_attention s_aux=None are separate failures in different subsystems." + "reason": "TOKENIZER_MAPPING_NAMES returning None is unrelated to an AttributeError on s_aux in flash_attention integration." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "lm_head serialization inconsistency is not the same as NaNs in classification heads." + "reason": "Serialization of tied lm_head weights is a different issue from NaNs appearing in classification heads." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3.5/Qwen3next, but they describe different model failures and code paths." + "reason": "These are different Qwen model families with different failures: missing projections vs from_pretrained load error." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "These are different tokenizer regressions for different model families with different symptoms." + "reason": "Both are tokenizer issues, but they affect different models and different tokenization defects." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GenerationConfig validation and flash-attention generation failures are unrelated." + "reason": "GenerationConfig validation failure is not the same as a flash-attention generation correctness bug." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "PretrainedConfig type checking and from_config dtype staleness are different configuration bugs." + "reason": "Type checking in PretrainedConfig and stale config.dtype after from_config are distinct configuration regressions." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Flash-attention training degeneration and save_pretrained checkpoint corruption are not the same problem." + "reason": "Degenerate training with flash_attention_3 is not the same underlying bug as incorrect save_pretrained checkpoint serialization." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "A testing_utils bug and an xdist race in captured_info.txt are distinct issues, even if both touch test helpers." + "reason": "A generic testing_utils bug and an xdist race on captured_info.txt are not the same concrete defect." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "testing_utils and SequenceFeatureExtractor.pad are unrelated code paths." + "reason": "Testing utility behavior and SequenceFeatureExtractor padding performance are unrelated." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Incorrect batched video processor shapes and missing torchvision crash are different video-processing failures." + "reason": "Incorrect batched video processor shapes and missing torchvision crash are separate video-processing failures." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and _patch_mistral_regex backend_tokenizer crashes are separate tokenizer bugs." + "reason": "A tokenizer mapping lookup bug is unrelated to the Mistral regex patch AttributeError." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "A 3d_parallel.py runtime issue is unrelated to a testing_utils bug." + "reason": "A failure to run 3d_parallel.py does not match a testing_utils bug." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "These are two different import errors for different symbols, not one underlying missing-export bug." - }, - { - "left": "issue:43408", - "right": "issue:43742", - "accept": false, - "reason": "A sam3 model-type warning is unrelated to loading facebook/MobileLLM-125M failing with a key error." + "reason": "Both are import errors, but they involve different missing symbols and different API surfaces." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer behavior regression and noisy logging are not the same change or bug." + "reason": "Tokenizer behavior regression and noisy logging message are not the same issue." }, { "left": "issue:45362", "right": "issue:46328", "accept": false, - "reason": "Qwen3.5 chat crashes and SequenceFeatureExtractor.pad performance are unrelated." + "reason": "Qwen3.5 chat crashes and feature extractor padding inefficiency are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A sam3 model-type warning is unrelated to a key error while loading MobileLLM-125M." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "A strict config loading failure and a documentation parameter-name mismatch are different issues." + "reason": "Strict config loading for granite_speech and a docstring parameter name mismatch are unrelated." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "Broken vitpose loading is unrelated to the backend mapping error for tensorflow_text." + "reason": "VitPose breakage and BACKENDS_MAPPING rejecting tensorflow_text are different problem areas." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "max_shard_size behavior and Qwen3.5 from_pretrained loading error are unrelated." + "reason": "save_pretrained shard-size behavior is unrelated to the Qwen3.5 MoE from_pretrained error." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API guidance and missing rms_norm_eps in MLA q_a_layernorm are different bugs." + "reason": "TF32 API settings guidance and a q_a_layernorm precision/config bug are not the same defect." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "A tokenizer offset-mapping regression and an FP8 inference failure on B200 are unrelated." + "reason": "A tokenizer offset_mapping bug is unrelated to FP8 inference failing on B200." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GenerationConfig validation and unrecognized model/config loading failures are different root causes." + "reason": "Invalid GenerationConfig and unrecognized model/config.json are different loading/validation problems." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "These are both Qwen3.5/Qwen3next-related, but they describe different loading/model-structure failures." + "reason": "Different Qwen3-related model-loading failures; the titles overlap only at a very broad model-family level." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 configuration messaging and trust_remote_code cache FileNotFoundError are unrelated." + "reason": "TF32 behavior settings and trust_remote_code cache loading FileNotFoundError are unrelated." } ] }, @@ -15626,10 +15661,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:27957", "issue:38617", @@ -15685,8 +15720,8 @@ "issue:38617|issue:44220", "issue:44933|issue:45278", "issue:44075|issue:45656", - "issue:43066|issue:43122", "issue:44263|issue:44485", + "issue:43066|issue:43122", "issue:43097|issue:44493", "issue:43673|issue:45341", "issue:41628|issue:45071", @@ -15715,232 +15750,232 @@ "issue:45440|issue:46172", "issue:43097|issue:45588" ], - "prepared_review_unit_hash": "94bd276262da30669333959f5db902366d77de2dba1300dbca362db7fdccd687", + "prepared_review_unit_hash": "265e348a2fdfa15461acf19b9a9e14494cf219798d978e07c0a30db99114af07", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37110, - "estimated_input_tokens": 9278, - "estimated_eval_tokens": 18812 + "serialized_chars": 37108, + "estimated_input_tokens": 9277, + "estimated_eval_tokens": 18810 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and does not look like one duplicate bug/change set. The only broad umbrella issue is the v5 import-regression report, but the soft pairs are otherwise unrelated and should not be merged.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella item in the set (multiple import failures after upgrading), but the cluster overall is not a single coherent duplicate group.", + "summary": "This cluster is noisy and mostly \u0441\u043e\u0441\u0442\u043e\u0438\u0442 of unrelated Transformers regressions across models, tokenizers, imports, attention backends, and generation code. None of the soft pairs look like the same concrete bug/change, so no duplicate merges are warranted.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45278 is the broadest representative of the set: it describes the recurring import-regression pattern after upgrading to v5.5.0, which is the closest shared theme among the candidates.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the most representative/central issue only because it can subsume several import-related reports; it is still not a good global duplicate target for the whole cluster.", + "best_issue_reason": "45278 is the most general and useful umbrella issue in the cluster; the other issues are narrower, model-specific, or orthogonal regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Both mention numerical differences, but they concern different models/code paths and different failure mechanisms." + "reason": "Both concern attention/numerical behavior, but they describe different models and different failure modes; not the same underlying bug." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for a missing configuration symbol vs an audio feature extraction issue; unrelated bugs." + "reason": "Different import/runtime failures in unrelated code paths (`layer_type_validation` vs audio fbank extraction)." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "One is a specific missing import, the other is a broad report of many import errors; not the same concrete bug." + "reason": "Both are import-related, but one is a specific missing symbol from `image_utils` and the other is a broad upgrade breakage; not a single concrete bug." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Optimizer arguments being ignored is different from an optimizer step being called twice under deepspeed." + "reason": "Both touch optimizers, but one is about SGD arguments being ignored and the other about Deepspeed causing double stepping." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "Both are tokenizer regressions, but they describe different symptoms and likely different root causes." + "reason": "Different GLM-related bugs: DSA indexer split semantics vs RoPE implementation." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "Different GLM-related issues: split return handling vs RoPE implementation." + "reason": "Both are tokenizer regressions, but one is about decoder type and the other about changed tokenization output; too broad to merge." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removal of a config helper is unrelated to unexpected position-id keys during model loading." + "reason": "Unrelated regressions: removed config API vs unexpected position-id keys." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache/chunked prefill bug is unrelated to a testing_utils bug." + "reason": "Generation cache regression vs a small testing utility bug; unrelated." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import failure is unrelated to PretrainedConfig type-checking behavior." + "reason": "Different subsystems: missing `AutoImageProcessor` import vs `PreTrainedConfig` type-checking breakage." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Weight-shape mismatch in Qwen3-VL differs from missing projection layers in qwen3next." + "reason": "Both are Qwen-family model issues, but one is a weight-shape mismatch and the other missing projections in layer 0; not the same bug." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "Broken VitPose model loading and missing TensorFlow backend handling are unrelated." + "reason": "VitPose model breakage and TensorFlow backend detection are unrelated." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type-checking regression and TensorBoard/TensorFlow backend detection are unrelated." + "reason": "Type-checking regression vs backend import error; no shared code path." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Save-pretrained shard size behavior is unrelated to Qwen3.5 MoE loading errors." + "reason": "Completely different failures: sharding-size question vs Qwen3.5 MoE loading error." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both involve chat APIs, but one is a general request acceptance issue and the other is a model-specific streaming failure." + "reason": "Both involve chat/completions, but one is a streaming API failure and the other is a request-acceptance regression; not clearly the same bug." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Different DeepSeek/GLM-style code paths and unrelated failures." + "reason": "Different model internals and different numerical/shape issues." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "Missing ReLU in the DSA indexer is unrelated to the DeepSeek v4 tensor transpose issue." + "reason": "DSA indexer ReLU omission and DeepSeek V4 transpose bug are unrelated." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "A PyTorch warning during bf16 compilation is not the same bug as BLIP-2 dtype fields staying float32." + "reason": "Different dtype/precision problems in different workflows." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing image-patch helper and MLA epsilon precision mismatch are different model-component bugs." + "reason": "Missing image-patch helper vs MLA layernorm epsilon mismatch; unrelated." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Flash Attention 2 support request for XLM-Roberta and Nemotron not supporting FA2 yet are separate model-specific issues." + "reason": "Both mention Flash Attention 2, but they are model-specific support issues for different architectures." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Qwen3-VL weight mismatch and Qwen3-VL-Moe bug are different model-loading failures." + "reason": "Both involve Qwen3-VL, but one is a weight-shape mismatch and the other a broader model-loading failure; not the same concrete fix." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "FlashAttention failure in Ministral-3 and flash_attention_3 training degeneration are different bugs." + "reason": "Different models and different FlashAttention 3 problems; no clear shared bug." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Config/helper removal is unrelated to gguf_file breaking from_pretrained flows." + "reason": "Config API removal and gguf loading breakage are unrelated." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "sys.modules access bug is unrelated to the testing_utils issue." + "reason": "Unsafe `sys.modules` access and a testing utility bug are unrelated." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "AutoProcessor crash without torchvision is unrelated to the testing_utils bug." + "reason": "Video model / torchvision dependency crash vs testing utility bug; unrelated." }, { "left": "issue:44933", "right": "issue:46231", "accept": false, - "reason": "Missing import and docs parameter-name mismatch are unrelated." + "reason": "Missing import and documentation parameter mismatch are unrelated." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Different GLM-5-related features with different symptoms; not the same underlying defect." + "reason": "Both mention GLM/MLA-related math, but they are different bugs in different components." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Infinite-loop behavior on one image and memory overflow in sam3-litetext are unrelated." + "reason": "Infinite-loop image generation issue vs memory overflow in a different model; not the same bug." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping None handling is unrelated to loading physical-intelligence/fast." + "reason": "Both are from_pretrained failures, but the root causes are different and model-specific." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window bug is unrelated to testing_utils." + "reason": "Qwen3-MoE sliding-window issue and a testing utility bug are unrelated." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different multimodal/model-internal bugs with no clear shared code path." + "reason": "Different GLM-related helper bugs in different code paths." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Generation cache/chunked prefill and MaskGenerationPipeline final-batch dropping are unrelated." + "reason": "Cache handling in generation and MaskGenerationPipeline batch-finalization are unrelated." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "DeepSeekV3MoE divergence from reference and a DeepSeek-v4 tensor transform bug are not the same change or bug." + "reason": "Both are DeepSeek-family model issues, but they describe different implementations and different numerical mismatches." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Removed tie_embeddings helper and flash_attention crash on sink-less models are unrelated." + "reason": "Removed tie-embeddings config API and a flash-attention crash on sink-less models are unrelated." } ] }, @@ -15959,10 +15994,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:38617", "issue:42757", @@ -16014,10 +16049,10 @@ "issue:46821" ], "soft_pairs": [ - "issue:43986|issue:45372", "issue:44410|issue:45375", - "issue:38617|issue:42757", "issue:44038|issue:44410", + "issue:43986|issue:45372", + "issue:38617|issue:42757", "issue:43064|issue:44315", "issue:43097|issue:46050", "issue:43986|issue:44484", @@ -16034,12 +16069,12 @@ "issue:43502|issue:43992", "issue:44704|issue:45103", "issue:44380|issue:46421", - "issue:43986|issue:44117", "issue:44938|issue:46178", + "issue:43986|issue:44117", "issue:42907|issue:44655", "issue:42907|issue:45753", - "issue:43208|issue:43550", "issue:43825|issue:44655", + "issue:43208|issue:43550", "issue:43012|issue:43550", "issue:45712|issue:46298", "issue:43012|issue:44368", @@ -16049,238 +16084,238 @@ "issue:43352|issue:44380", "issue:43097|issue:46298" ], - "prepared_review_unit_hash": "e8e87722151c51194aa8172cb8e60a974755a47ef63b717929342b04cc6bf4bb", + "prepared_review_unit_hash": "1491e9dd80b00b639df47e95e79d2c537ac088f1c77fee8bcd4318c5ef398b47", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37768, - "estimated_input_tokens": 9442, - "estimated_eval_tokens": 19140 + "serialized_chars": 37771, + "estimated_input_tokens": 9443, + "estimated_eval_tokens": 19142 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a heterogeneous mix of unrelated Transformers bugs and regressions. None of the soft pairs look like the same concrete underlying issue, so there is no good duplicate cluster here.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out: the set spans unrelated import errors, model-specific failures, training bugs, processor issues, and logging/config regressions.", + "summary": "This looks like a noisy mix of unrelated Transformers issues rather than a true duplicate cluster. I rejected every soft edge; the only strong commonality is broad subsystem overlap, not the same underlying bug/change.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue stands out: the items span unrelated bugs across imports, model configs, training, serialization, processors, and backend behavior.", "canonical_pr_reason": null, - "best_issue_reason": "No clear global best issue for deduplication; none of the items meaningfully represents the others beyond broad Transformers scope.", + "best_issue_reason": "#43502 is the clearest standalone report here: it describes a concrete, user-facing bug with a straightforward failure mode (API calls happen even with local_files_only=True).", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Different import failures in different code paths: AutoProcessor/video-model loading vs mistral_common ReasoningEffort." + "reason": "Both are Qwen-related, but one is missing attention projections and the other is a missing config field; different bugs and fixes." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Both are Qwen-family model issues, but one is missing projections while the other is a config field being dropped." + "reason": "Same broad model family, but the failures differ: one is a Qwen3-VL-Moe issue, the other is qwen3next layer projection metadata." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "Both are import errors, but for unrelated symbols/modules and likely separate dependency breakages." + "reason": "Both involve loading processors, but one is a torchvision dependency crash and the other is an import error from mistral_common." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Qwen3-VL-Moe compatibility vs missing qwen3next projections; different models and failure modes." + "reason": "Both are ImportErrors, but for different symbols in different modules; no shared underlying code-path bug is evident." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Training/FSDP optimizer-state bug is unrelated to Liger kernel application during model_init." + "reason": "Different training-path issues: optimizer state corruption under FSDP2/PEFT versus Liger Kernel not being applied with model_init." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "Removed config API in v5 vs quantized save/load breakage; different features and code paths." + "reason": "Both touch model saving/loading, but one is about a removed config attribute and the other about broken quantized save/load round-tripping." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Processor loading crash vs save_pretrained shard-size question; no shared bug." + "reason": "Processor loading crash versus save_pretrained shard-size behavior; unrelated bugs." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Both affect SmolVLM video processing, but one is padding math and the other is num_frames semantics." + "reason": "Same SmolVLM video processor area, but padding calculation and num_frames semantics are distinct defects." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Seed-related flaky test failure vs a noisy logging message; unrelated." + "reason": "A flaky test missing set_seed is unrelated to a noisy logging message." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "Noisy logging vs apply_chat_template empty-list IndexError are different bugs." + "reason": "Logging noise and an apply_chat_template IndexError are unrelated failures." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "DeepSeek-v4 tensor operation bug vs accuracy regression after upgrade; not the same issue." + "reason": "DeepSeek-V4 tensor operation bug versus an accuracy regression after upgrade; not the same underlying issue." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Different missing-import regressions for different symbols." + "reason": "Both are import-related, but they concern different exported names and different components." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Removed embeddings API vs quantization/offloading behavior; no concrete overlap." + "reason": "One is a removed embedding-tie option in v5; the other is an offloading/quantization behavior bug." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "bfloat16 PyTorch warning vs TimesFM window_size AttributeError are unrelated." + "reason": "A bfloat16 compile warning is unrelated to a TimesFM window_size AttributeError." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken constructor duplication vs tokenizer mapping None handling; different tokenizer bugs." + "reason": "Both are tokenizer loading bugs, but one is an AddedToken constructor error and the other is a missing TOKENIZER_MAPPING_NAMES assumption." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping None bug vs pipeline image-text-to-text failure; different layers of the stack." + "reason": "Tokenizer mapping None handling is unrelated to the DiffusionGemma pipeline failure." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "trainer.evaluate() after train vs importing Trainer failing because of datasets; different failure points." + "reason": "Trainer evaluate/train lifecycle failure versus import-time conflict with datasets; different code paths." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "local_files_only API requests vs UMT5Encoder missing embed_tokens.weight; unrelated loading bugs." + "reason": "Both happen during loading, but one is offline/file-only network leakage and the other is a missing embed_tokens weight." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs forwarding vs auto_docstring annotation crash; different subsystems." + "reason": "AutoProcessor kwargs forwarding and auto_docstring annotation parsing are unrelated bugs." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention vs recompilation from cache lazy init; not the same bug." + "reason": "Both mention backend/attention behavior, but one ignores GPT2 attention scaling while the other triggers recompilation via lazy cache init." }, { - "left": "issue:43986", - "right": "issue:44117", + "left": "issue:44938", + "right": "issue:46178", "accept": false, - "reason": "Processor loading crash without torchvision vs tokenizer mapping None in from_pretrained; separate code paths." + "reason": "Python 3.14 import/load failure and a tensorflow_text backend mapping error are unrelated." }, { - "left": "issue:44938", - "right": "issue:46178", + "left": "issue:43986", + "right": "issue:44117", "accept": false, - "reason": "Python 3.14 import/load failure vs unsupported backend tensorflow_text; unrelated environment issues." + "reason": "Different processor-loading and tokenizer-mapping failures; no shared bug." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Dequantized save failure for specific models vs Pipeline.save_pretrained limitation; both save-related but different objects and causes." + "reason": "Saving dequantized models and saving Pipeline objects are different save_pretrained problems with different affected objects." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Dequantized save failure vs Qwen3_5 infinite loop on an image; completely different symptoms." + "reason": "Dequantized model save/load failure is unrelated to a Qwen3_5 infinite-loop inference bug." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "xLSTM training blockers vs Bamba torch.compile SDPA failure; different model implementations and bugs." + "reason": "Pipeline task-support messaging and pipeline serialization are different issues." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "pipeline error message wording vs inability to save Pipeline objects; not the same underlying issue." + "reason": "xLSTM training blockers and a Bamba torch.compile SDPA failure are separate model-specific bugs." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "PyTorch bfloat16 warning vs Bamba compile/SDPA failure; unrelated." + "reason": "A bfloat16 precision warning is unrelated to a compile-time SDPA failure." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Leftover dummy classes/check_repo leak vs noisy logging message; different maintenance issues." + "reason": "Leftover dummy classes and a noisy logging message are not the same bug." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "bfloat16 precision warning vs tie_word_embeddings warning during LoRA fine-tuning; distinct warnings." + "reason": "A compile warning is unrelated to a tie_word_embeddings warning during LoRA fine-tuning." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing weight on from_pretrained vs save_pretrained shard-size default; unrelated serialization/loading topics." + "reason": "Missing weight loading and max_shard_size default behavior are unrelated save/load concerns." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 vs isolated reproduction of a different prior issue; no evidence of same bug." + "reason": "Tokenizer decoder type mismatch and a separate reproduced issue are different failures." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Flash Attention support gap for NemotronH vs Python version compatibility break; unrelated." + "reason": "Flash Attention support for NemotronH versus Python version compatibility is unrelated." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Model lacking Flash Attention 2 support vs GPT2 attention scaling ignored under alternate backends; different model/code path." + "reason": "Both touch attention/flash-attn, but one is unsupported-model gating and the other is GPT2 attention scaling being ignored." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Removed v5 config option vs noisy logging; no underlying overlap." + "reason": "A removed config option and a noisy logging message are unrelated." } ] }, @@ -16299,10 +16334,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:36010", "issue:36683", @@ -16359,8 +16394,8 @@ "issue:44380|issue:46132", "issue:45584|issue:46365", "issue:44222|issue:45478", - "issue:44380|issue:45479", "issue:36683|issue:43582", + "issue:44380|issue:45479", "issue:42175|issue:46365", "issue:43064|issue:44380", "issue:42757|issue:43824", @@ -16368,13 +16403,13 @@ "issue:43208|issue:43526", "issue:44483|issue:44514", "issue:43618|issue:44380", - "issue:43618|issue:43761", "issue:38617|issue:43502", + "issue:43618|issue:43761", "issue:44038|issue:44230", "issue:43756|issue:44485", "issue:42994|issue:44655", - "issue:44625|issue:46365", "issue:43299|issue:43867", + "issue:44625|issue:46365", "issue:45276|issue:46077", "issue:36683|issue:43475", "issue:36010|issue:42757", @@ -16382,252 +16417,248 @@ "issue:44483|issue:46369", "issue:43611|issue:44655", "issue:43901|issue:44655", - "issue:44625|issue:46077", - "issue:36683|issue:44077", "issue:43867|issue:45216", + "issue:36683|issue:44077", "issue:43976|issue:44938", - "issue:46077|issue:46082", - "issue:43618|issue:45216" + "issue:44625|issue:46077", + "issue:46077|issue:46082" ], - "prepared_review_unit_hash": "95fc871dba026399dbe1e5f876e7c7197c602dded4b46833ada78b4297a37094", + "prepared_review_unit_hash": "9e4f7ad0fac89e700a17f9a588a50253dfadaff5a68a787c76aee06cfe0deb47", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37606, - "estimated_input_tokens": 9402, - "estimated_eval_tokens": 19060 + "soft_pair_count": 33, + "serialized_chars": 37308, + "estimated_input_tokens": 9327, + "estimated_eval_tokens": 18910 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers issues; the soft edges are overwhelmingly false positives across distinct models, import errors, config bugs, and backend regressions.", - "confidence": 0.31, - "canonical_issue_reason": "issue:43611 is the most broadly representative item: a clear Transformers v5 loading regression with a general code-path impact, making it the closest thing to a cluster anchor among otherwise disparate reports.", + "summary": "Mostly heterogeneous issue cluster with similar wording but different bugs across unrelated subsystems. No single canonical issue spans the full set; the only plausible duplicate mini-cluster is the CLIP v5 regression pair.", + "confidence": 0.66, + "canonical_issue_reason": "No single canonical issue fits the full cluster because the items cover unrelated import errors, model regressions, training bugs, and API/docs issues. The only close duplicate signal is a narrow CLIPVisionModel v5 regression overlap.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best single issue to surface because it describes a high-level regression affecting model loading across multiple models, which matches the broadest recurring theme in the set.", + "best_issue_reason": "Issue 43761 is the strongest representative of the only plausible duplicate mini-cluster because it describes a concrete v5 regression in CLIPVisionModel.forward and is broader than the narrower attentions-missing symptom in 43618.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "Different model families and failures: ESM2 breakage vs a DeepSeek-v4 tensor/dtype-transpose bug." + "reason": "Different models and failures: ESM2 training breakage vs a DeepSeek-V4 tensor transpose issue." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "Unrelated symptoms: a patchtsmixer post_init validation issue vs an import problem involving Trainer and datasets." + "reason": "Unrelated problems: patchtsmixer post_init handling vs Trainer import failure linked to datasets." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT-2 attention scaling backend bug and AttentionInterface.register behavior change are different code paths." + "reason": "Different code paths: GPT2 attention scaling backend behavior vs AttentionInterface.register semantics." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper generation on empty transcription is unrelated to Trainer import failure." + "reason": "Whisper empty-transcription generation bug is unrelated to the Trainer/datasets import problem." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "One is FP8 save_pretrained on moe models, the other is a from_pretrained loading regression for Qwen3.5 MoE." + "reason": "Same model family, but one is FP8 save_pretrained and the other is from_pretrained loading; not the same concrete bug." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:36683", + "right": "issue:43582", "accept": false, - "reason": "Different bugs: attention scaling being ignored vs degenerate zero loss in sequence classification." + "reason": "Gemma3Config missing vocab_size and Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { - "left": "issue:36683", - "right": "issue:43582", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Gemma3 config missing vocab_size is unrelated to Apple Silicon caching_allocator_warmup TypeError." + "reason": "GPT2 attention scaling backend issue is unrelated to the sequence-classification zero-loss bug." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Packaging/backend dependency issue and Trainer import issue are not the same underlying bug." + "reason": "Package/backend dependency issue versus a Trainer import conflict; different failures." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention backend scaling." + "reason": "Distributed optimizer-state corruption and GPT2 attention scaling are different bugs." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols and different packages/modules." + "reason": "Both are import errors, but for different symbols in different modules with different fixes." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Trailing-slash local model warning and float32 precision warning are different behaviors." + "reason": "Local path trailing-slash warning and bfloat16 compile warning are unrelated." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction bug are unrelated." + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are different subsystems and symptoms." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "An API request validation issue and a batched chat-template crash are different surfaces and code paths." + "reason": "Chat-completions request validation and batched processor padding crash are unrelated API bugs." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIP output field assignment regression is not the same as GPT2 attention scaling under SDPA/FlashAttention." - }, - { - "left": "issue:43618", - "right": "issue:43761", - "accept": false, - "reason": "Both are CLIP regressions, but one loses attentions while the other loses hidden_states; not the same concrete bug." + "reason": "CLIP output field assignment regression versus GPT2 attention scaling behavior are unrelated." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Importing layer_type_validation and ignoring local_files_only are unrelated issues." + "reason": "Import error from configuration_utils and local_files_only network requests are different issues." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both describe the same CLIPVisionModel.forward v5 regression where expected outputs are not populated (attentions/hidden_states)." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Qwen3-VL-Moe loading breakage and fp8 inference support are not the same bug." + "reason": "Both mention Qwen3-VL/Qwen3.5 MoE FP8, but one is a bug report and the other is inference support; not the same bug." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Different model-specific RoPE problems with no evidence of the same code-path failure." + "reason": "Smollm3 RoPE layer mismatch and GLM-5 RoPE implementation discussion are related only by theme, not the same change." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving failure and pipeline save_pretrained failure are distinct save-path issues." + "reason": "Quantized model saving failure and Pipeline.save_pretrained failure are different serialization bugs." }, { - "left": "issue:44625", - "right": "issue:46365", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Qwen3.5 label propagation bug is unrelated to the Trainer import conflict." + "reason": "Qwen3VL MoE loading regression and sorted state_dict load error do not point to the same code path." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:44625", + "right": "issue:46365", "accept": false, - "reason": "Qwen3VL-Moe loading regression and sorted state_dict load error are different load failures." + "reason": "Qwen3.5 num_labels propagation and Trainer import conflict are unrelated." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Gemma4 embedding resizing and Gemma4 bidirectional attention masking are separate features/bugs." + "reason": "Gemma4 resize_token_embeddings propagation and Gemma4 bidirectional attention mask construction are different bugs." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Different missing-attribute failures in different models." + "reason": "Gemma3Config vocab_size missing and SAM3 output missing fpn_position_embeddings are unrelated." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Different import errors from different modules and symbols." + "reason": "Both are import errors, but for different symbols from different packages; no shared bug." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Nemotron FlashAttention support and GLM-5 GenerationConfig validation are unrelated." + "reason": "Nemotron Flash Attention support and GLM-5 GenerationConfig validation are unrelated." }, { "left": "issue:44483", "right": "issue:46369", "accept": false, - "reason": "Chat-completions request rejection and SAM3 memory overflow are different runtime problems." + "reason": "Chat endpoint validation and a SAM3 litetext memory overflow are unrelated." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Model-loading regression with base_model_prefix is not the same as saving Pipeline objects." + "reason": "base_model_prefix loading regression and Pipeline.save_pretrained failure are different code paths." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mismatch for TextClassificationPipeline is unrelated to pipeline serialization failure." + "reason": "Docs mentioning return_all_scores and save_pretrained pipeline persistence are unrelated." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "Different Qwen3.5 config bug vs Gemma4 attention-mask bug." + "reason": "State_dict sorting load error and Qwen3.5 checkpoint regression are different loading/saving bugs." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3 missing vocab_size and patchtsmixer post_init validation are unrelated." - }, - { - "left": "issue:43867", - "right": "issue:45216", - "accept": false, - "reason": "State-dict ordering load error and Qwen3.5 checkpoint-save regression are different directions of failure." + "reason": "Gemma3Config attribute error and patchtsmixer post_init restriction are unrelated." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Python version compatibility problems may both be environment-related, but the specific breakages are different." + "reason": "Python version support failure and Python 3.14 load failure are not the same issue." }, { - "left": "issue:46077", - "right": "issue:46082", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "Gemma4 attention masking and LlamaConfig head_dim validation are unrelated config behaviors." + "reason": "num_labels propagation and Gemma4 attention-mask behavior are unrelated." }, { - "left": "issue:43618", - "right": "issue:45216", + "left": "issue:46077", + "right": "issue:46082", "accept": false, - "reason": "CLIP attention output regression and Qwen3.5 save_pretrained checkpoint corruption are different bugs." + "reason": "Gemma4 attention-mask construction and LlamaConfig head_dim validation are different configuration bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the mostly unrelated pairs. The CLIPVisionModel/CLIPOutput pair is the only credible mini-cluster signal, and the rest of the false verdicts are appropriately cautious." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -16639,10 +16670,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:28282", "issue:29870", @@ -16654,11 +16685,11 @@ "issue:42898", "issue:43010", "issue:43064", + "issue:43208", "issue:43502", "issue:43525", "issue:43575", "issue:43618", - "issue:43723", "issue:43867", "issue:43976", "issue:43992", @@ -16670,14 +16701,13 @@ "issue:44355", "issue:44360", "issue:44492", - "issue:44556", "issue:44625", "issue:44734", "issue:44855", - "issue:44857", "issue:44938", "issue:44964", "issue:45071", + "issue:45216", "issue:45278", "issue:45310", "issue:45357", @@ -16691,9 +16721,12 @@ "issue:46285", "issue:46365", "issue:46617", - "issue:46664" + "issue:46664", + "issue:46829" ], "soft_pairs": [ + "issue:43208|issue:46829", + "issue:43618|issue:45216", "issue:36683|issue:43525", "issue:36683|issue:44625", "issue:29870|issue:36296", @@ -16717,246 +16750,241 @@ "issue:43867|issue:45357", "issue:28282|issue:33453", "issue:43618|issue:46285", - "issue:43618|issue:44857", "issue:44360|issue:45440", "issue:42890|issue:44964", "issue:42890|issue:44112", "issue:42890|issue:45600", "issue:42898|issue:46664", "issue:43502|issue:44062", - "issue:44734|issue:46617", - "issue:43723|issue:44556" + "issue:44734|issue:46617" ], - "prepared_review_unit_hash": "810e4a1e17bf1f67a05be92ef98ff6e42b1fd4feb3c123936616bdee1ce40891", + "prepared_review_unit_hash": "ca5c0ee1afa9a4e9beaab18592e5842b1e8192b9cf04f170d26e1ead1839e242", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36908, - "estimated_input_tokens": 9227, - "estimated_eval_tokens": 18710 + "serialized_chars": 36981, + "estimated_input_tokens": 9246, + "estimated_eval_tokens": 18748 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the issues cover unrelated model-config errors, loading regressions, training bugs, and CI/test flakiness. Only the import-time slowdown pair looks like the same underlying problem.", - "confidence": 0.84, - "canonical_issue_reason": "If a single issue must be chosen, issue 41669 is the best canonical representative because it gives a concrete root cause for the one strong duplicate-like pair (import-time slowdown).", + "summary": "This cluster is a loose mix of unrelated Transformers bug reports, mostly centered on regressions, model-specific config/loading failures, and test flakiness. The soft links are mostly superficial and should not be merged as duplicates. No PRs are present.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45278 is the broadest and most representative post-upgrade regression report ('Many import errors after update from 4.57.0 to 5.5.0'), so it works best as the nominal issue anchor for this heterogeneous cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41669 is the strongest global representative because it is concrete, specific, and matches another issue about the same symptom (`import transformers` being slow).", + "best_issue_reason": "Issue 45278 is the best overall representative of the cluster because it captures the general version-regression theme more cleanly than the highly model- or subsystem-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43208", + "right": "issue:46829", + "accept": false, + "reason": "xLSTM training blockers vs VideoPrism output-field mismatch; different models and failure modes." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression vs Qwen3.5 save_pretrained regression; unrelated code paths." + }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Both are config-attribute errors, but they affect different models and missing fields; they do not look like the same bug." + "reason": "Different config attributes on different model families (Gemma3 vocab_size vs Llama4 pad_token_id)." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Same broad theme of missing config fields, but the models and failure modes differ." + "reason": "Gemma3 vocab_size bug and Qwen3.5 num_labels propagation bug are distinct config issues." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "Bart generate-time UnboundLocalError and tensor-parallel training bugs are unrelated." + "reason": "Bart generate UnboundLocalError vs tensor-parallel training bug; not the same bug." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Training/optimizer-state bug vs a cache-strategy typo; no shared underlying defect." + "reason": "FSDP2/PEFT optimizer-state corruption vs a cache-strategy typo; unrelated." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Both involve `from_pretrained`, but they concern different models and different loading failures." + "reason": "UMT5 missing embed_tokens.weight vs Qwen3.5 Moe from_pretrained error; different model/load paths." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Torch no-grad decoration for cache updates is unrelated to broad import/load breakages after upgrade." + "reason": "Cache update no_grad fix vs broad import-errors-after-upgrade report; different symptoms and fixes." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Optimizer-argument misuse and import failure due to `datasets` are different problems." + "reason": "Unused SGD args vs Trainer import failure with datasets installed; unrelated." }, { "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "Bart generate error and tokenizer-loading regression do not appear to share a concrete root cause." + "reason": "Both are regressions, but Bart generate masking and tokenizer loading are different problems." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both are import-related, but one is about compiled Python files and the other about a JIT parsing/indentation issue." + "reason": "Compiled-file import errors vs Python 3.13 TorchScript parsing/IndentationError; distinct root causes." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python-version load failure and `PretrainedConfig` type-checking breakage are separate issues." + "reason": "Python 3.14 load failure vs PretrainedConfig type-checking regression; not the same issue." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "State-dict ordering load error and Gemma pipeline roundtrip failure are different failure modes." + "reason": "State_dict loading error vs Gemma pipeline roundtrip on \u2581; different model behavior." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Missing config attribute vs optimizer-state corruption in distributed training are unrelated." + "reason": "Gemma3 config field missing vs FSDP2/PEFT optimizer-state bug; unrelated." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Generic model-load error and Qwen vision-config field loss are not the same bug." + "reason": "Load-model error from sorted state_dict vs Qwen3_5MoeVisionConfig field omission; different bug classes." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Both are flaky-test related, but one is missing seeds and the other is an xdist file race; different causes." + "reason": "Seed-related integration-test flakiness vs xdist race in testing utils; both test issues but not the same bug." }, { "left": "issue:41669", "right": "issue:44246", - "accept": true, - "reason": "Yes: both describe slow `import transformers` / import-time bloat, and 41669 provides the likely root cause (`import *` usage)." + "accept": false, + "reason": "Import-star performance cleanup vs intermittent slow import; related area, but not the same underlying issue." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "A specific cache-update decorator issue is not the same as a broad statement that many models break since v5." + "reason": "Cache update decoration bug vs broad 'too many models break' complaint; too generic to be a duplicate." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug and TP OOM while loading a large model are different concrete problems." + "reason": "Tensor-parallel training correctness bug vs TP out-of-memory on Qwen2-57B; different failure types." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache/layer mutation semantics are unrelated to Python-version compatibility." + "reason": "Cache no_grad bug vs Python-version incompatibility; unrelated." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIP attentions assignment and patchtsmixer post-init restrictions are unrelated." + "reason": "CLIP attentions missing vs patchtsmixer post_init policy change; different models and semantics." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Both mention `from_pretrained`, but they target different models and likely different missing-weights/serialization problems." + "reason": "UMT5 encoder weight-missing bug vs Qwen3.5 Moe from_pretrained regression; distinct model families." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Load-time state-dict ordering and save-pretrained key corruption are different directions of the pipeline." + "reason": "Generic load error vs Qwen3.5 save_pretrained saving wrong visual encoder keys; load vs save path mismatch." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch-missing import error and tokenizer-loading regression are unrelated." + "reason": "Missing PyTorch ImportError vs tokenizer-loading regression; unrelated." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "CLIP output attentions and CLIP text-model structure divergence are different issues." - }, - { - "left": "issue:43618", - "right": "issue:44857", - "accept": false, - "reason": "CLIP output field assignment and LW-DETR AMP crash are unrelated." + "reason": "CLIP attentions regression vs CLIP text-model structure inconsistency; same family, but different concrete bug." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer/ReLU discussion and DeepSeek implementation divergence are not the same bug." + "reason": "DSA indexer ReLU discussion vs DeepseekV3MoE divergence; unrelated subsystems." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Seed-related test flakiness and a Phi-4 multimodal load failure are unrelated." + "reason": "SAM HQ test seeding flake vs Phi-4 multimodal loading failure; different artifacts." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both are CI/test failures, but the causes differ (seed omission vs stale device override)." + "reason": "Test nondeterminism due missing set_seed vs GraniteSpeech CI stale device override; different test failures." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Test flakiness from missing seeds is not the same as outdated auto-mappings referencing removed configs." + "reason": "SAM HQ test flakiness vs auto_mappings referencing removed configs; unrelated." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenization-space behavior change and SmolVLM video-frame semantics are unrelated." + "reason": "Tokenization-space behavior change vs SmolVLM num_frames semantics; different domains." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Offline-network request leakage and AddedToken constructor errors are different bugs." + "reason": "local_files_only being ignored vs AddedToken duplicate 'special' kwarg; different API layers." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation crash and cache-loading FileNotFoundError are different code paths." - }, - { - "left": "issue:43723", - "right": "issue:44556", - "accept": false, - "reason": "Tokenizer-loading regression and checkpoint reload regression may both involve v5, but they are not clearly the same concrete defect." + "reason": "KV-cache continuation indexing crash in serve vs trust_remote_code cache FileNotFoundError; unrelated paths." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The one accepted soft pair (41669/44246) is well supported by the titles and clearly shares the import-time slowdown symptom. The rest of the rejections are appropriately cautious given the differing models, failure modes, or root causes. No obvious overstatement." - }, - "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 }, @@ -16968,10 +16996,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:29870", "issue:30333", @@ -16991,6 +17019,7 @@ "issue:43475", "issue:43502", "issue:43576", + "issue:43723", "issue:43824", "issue:43827", "issue:43874", @@ -17017,18 +17046,18 @@ "issue:46132", "issue:46143", "issue:46144", - "issue:46209", "issue:46617", "issue:46664", "issue:46726" ], "soft_pairs": [ + "issue:43723|issue:44556", "issue:44387|issue:44556", "issue:44222|issue:45125", "issue:43824|issue:46617", "issue:43502|issue:44485", - "issue:43010|issue:43065", "issue:43874|issue:46617", + "issue:43010|issue:43065", "issue:43576|issue:46132", "issue:45125|issue:45478", "issue:30333|issue:33453", @@ -17061,284 +17090,264 @@ "issue:46143|issue:46144", "issue:43475|issue:46617", "issue:44222|issue:44230", - "issue:41628|issue:42548", - "issue:44315|issue:46209", - "issue:44485|issue:46664" + "issue:41628|issue:42548" ], - "prepared_review_unit_hash": "256dbe11f06ebeaba1cee8703e191d26f2628e013fa87c1a7ad9c43164d06e5f", + "prepared_review_unit_hash": "71cc4fd42b1b6fcdda288aefa71df405fb5b1304bef2c9c4fe9e02f1456fb909", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 41, - "serialized_chars": 39440, - "estimated_input_tokens": 9860, - "estimated_eval_tokens": 19976 + "soft_pair_count": 40, + "serialized_chars": 39162, + "estimated_input_tokens": 9791, + "estimated_eval_tokens": 19838 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the items cover unrelated import errors, loading regressions, docs issues, scheduler bugs, multimodal/model-specific failures, and performance regressions. None of the soft pairs look like the same underlying bug or change, so no duplicate merge is justified.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The cluster is highly heterogeneous: most items are unrelated loading, import, docs, or model-specific regressions. No soft pair looks like the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43576 is the broadest, most reference-linked v5 regression in the set, so it is the closest anchor even though this is not a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43576 is the most concrete standalone report, with a clear v5 regression symptom and follow-up references, but it is not a canonical duplicate for the rest of the set.", + "best_issue_reason": "issue:43576 is the best representative of the cluster's dominant theme of broad v5 breakage reports and has the strongest external signal among the issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer-loading regression vs generic checkpoint reload failure; different code paths." + }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Both are v5-era regressions, but one is int4 OOM from reserved memory and the other is checkpoint reload compatibility; different bugs." + "reason": "Int4/OOM memory regression vs model reload failure; unrelated symptoms." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained moe and missing _tp_plan for tensor parallelism are different code paths and failure modes." + "reason": "FP8 save_pretrained bug vs missing tensor-parallel plan; different problems." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "One is an import error for a Qwen VL class; the other is a FileNotFoundError when loading from cache." + "reason": "Missing import symbol vs cache FileNotFoundError; not the same bug." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Local-files-only network requests and GLM-5 RoPE implementation are unrelated problems." + "reason": "local_files_only network leak vs GLM RoPE implementation issue; unrelated." }, { - "left": "issue:43010", - "right": "issue:43065", + "left": "issue:43874", + "right": "issue:46617", "accept": false, - "reason": "Cache update no_grad decoration and a dummy Conv2d in Sam3PixelDecoder are different changes." + "reason": "Missing processor method vs cache file lookup failure; different failures." }, { - "left": "issue:43874", - "right": "issue:46617", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "Missing GLM46V image patch helper and cache loading FileNotFoundError are not the same bug." + "reason": "no_grad decorator issue vs dummy Conv2d discussion; unrelated." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Broken transformers env command and AttentionInterface.register behavior are separate features." + "reason": "CLI/env breakage vs AttentionInterface behavior change; different code paths." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is tensor-parallel metadata and the other is from_pretrained loading on newer transformers." + "reason": "Tensor-parallel plan omission vs generic Qwen3.5 MoE loading error; too different." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow job status reporting and tokenizer loading regression are unrelated." + "reason": "MLFlow reporting on failure vs tokenizer loading regression; unrelated." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors and slower filtering after upgrade are different symptoms and likely different fixes." + "reason": "Compiled-file errors vs post-upgrade performance slowdown; not the same bug." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Missing PreTrainedModel export and missing HybridCache export are separate import regressions." + "reason": "Different missing exports from transformers; separate import issues." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Missing _tp_plan and missing deepstack_visual_indexes are different Qwen3.5 MoE config/model issues." + "reason": "Missing tensor-parallel plan vs missing config field; different model bugs." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Cache no_grad decoration and generation kwargs update after sync_gpus are different generation internals." + "reason": "Cache update no_grad issue vs generation sync_gpus bug; distinct paths." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Video num_frames semantics and AutoProcessor backend-missing behavior are not the same bug." + "reason": "Video num_frames semantics vs AutoProcessor backend-missing error; unrelated." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence Transformers loading hang and forward doc confusion have no shared code path." + "reason": "Loading hang vs docs confusion; not the same underlying issue." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Network access despite local_files_only and FP8 save_pretrained moe are unrelated." + "reason": "local_files_only network leakage vs fp8 save_pretrained; unrelated." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Local-files-only network calls and an unrelated placeholder issue ('racoon') are not duplicates." + "reason": "local_files_only leakage vs unrelated placeholder issue." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() and the unrelated 'racoon' issue share nothing substantive." + "reason": "Pipeline docs after removals vs unrelated placeholder issue." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow reporting and tensor parallel training are different subsystems." + "reason": "MLFlow failure reporting vs tensor-parallel training bug; different areas." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL MoE loading breakage and checkpoint reload compatibility across versions are different regressions." + "reason": "Specific Qwen3VL MoE load regression vs generic checkpoint reload issue; not one bug." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "BART generate() UnboundLocalError and forward documentation confusion are distinct problems." + "reason": "Runtime UnboundLocalError in generate vs docs confusion; unrelated." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled file runtime errors and PretrainedConfig type checking are different issues." + "reason": "Compiled-file errors vs PretrainedConfig type checking; different regressions." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading failure are different model-loading bugs." + "reason": "Tokenizer-loading regression vs Llama 3.2 Vision model loading breakage; different failures." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled Python file errors and pipeline save_pretrained failure are unrelated." + "reason": "Compiled-file errors vs Pipeline save_pretrained issue; unrelated." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "huggingface_hub is_offline_mode import error and transformers env command breakage are separate package-level issues." + "reason": "huggingface_hub import error vs transformers env CLI breakage; different components." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken env CLI and PretrainedConfig type checking are different v5 regressions." + "reason": "CLI/env breakage vs PretrainedConfig type checking; not the same bug." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel not applied with model_init and DSA indexer lacking ReLU are unrelated." + "reason": "Liger Kernel application issue vs DSA indexer ReLU discussion; unrelated." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Docs confusion in model.forward and missing layer_type_validation import are not the same bug." + "reason": "Documentation question vs missing import symbol; unrelated." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "CLI regression and Qwen2.5-VL import failure are different failures." + "reason": "CLI/env command breakage vs missing model import; unrelated." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Unrelated placeholder issue and Gemma-4 audio positional encoding bug are not duplicates." + "reason": "Placeholder issue vs Gemma-4 audio positional encoding bug; unrelated." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "HybridCache import failure and cache FileNotFoundError are different import/load paths." + "reason": "Missing HybridCache import vs cache FileNotFoundError; different failures." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE discussion and the unrelated placeholder issue are not related." - }, - { - "left": "issue:43576", - "right": "issue:44938", - "accept": false, - "reason": "Broken env command and Python 3.14 load failure are distinct regressions." - }, - { - "left": "issue:36296", - "right": "issue:43901", - "accept": false, - "reason": "Tensor parallel training bug and TextClassificationPipeline docs mismatch are unrelated." + "reason": "GLM-5 RoPE implementation issue vs placeholder issue; unrelated." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "inverse_sqrt scheduler kwargs bug and the unrelated placeholder issue do not match." + "reason": "Scheduler kwarg bug vs placeholder issue; unrelated." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Missing kwargs passthrough and missing attention interface usage in RoFormer are related in area but not the same concrete bug." + "reason": "Both RoFormer-related, but one is kwargs propagation and the other attention-interface wiring; not the same bug." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM 3 Video attribute error and trust_remote_code cache loading failure are different model/runtime issues." + "reason": "SAM3 video attribute error vs cache FileNotFoundError; unrelated." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained bug and FP8 inference support request are different directions of work." + "reason": "FP8 save_pretrained bug vs fp8 inference support request; same topic but different changes." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are separate export regressions." - }, - { - "left": "issue:44315", - "right": "issue:46209", - "accept": false, - "reason": "Liger Kernel application bug and FP8 inference on B200 are unrelated." - }, - { - "left": "issue:44485", - "right": "issue:46664", - "accept": false, - "reason": "GLM-5 RoPE implementation discussion and SmolVLM num_frames semantics are different multimodal issues." + "reason": "Different missing transformer exports; separate import errors." } ] }, @@ -17357,10 +17366,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:31795", "issue:33453", @@ -17386,11 +17395,11 @@ "issue:44351", "issue:44360", "issue:44393", + "issue:44485", "issue:44492", "issue:44556", "issue:44623", "issue:44704", - "issue:44829", "issue:44861", "issue:44908", "issue:45003", @@ -17401,17 +17410,19 @@ "issue:45278", "issue:45341", "issue:45362", - "issue:45468", "issue:45478", "issue:45542", "issue:45753", "issue:45850", "issue:46095", + "issue:46209", "issue:46218", "issue:46328", "issue:46664" ], "soft_pairs": [ + "issue:44315|issue:46209", + "issue:44485|issue:46664", "issue:43673|issue:44492", "issue:45362|issue:45850", "issue:44273|issue:45542", @@ -17419,8 +17430,8 @@ "issue:44360|issue:46664", "issue:44038|issue:45125", "issue:44273|issue:45003", - "issue:44393|issue:45071", "issue:44393|issue:45753", + "issue:44393|issue:45071", "issue:43576|issue:44556", "issue:41669|issue:43673", "issue:43525|issue:45850", @@ -17429,8 +17440,8 @@ "issue:44492|issue:45850", "issue:45278|issue:45850", "issue:42371|issue:44492", - "issue:41669|issue:46218", "issue:44230|issue:46095", + "issue:41669|issue:46218", "issue:43408|issue:44315", "issue:42890|issue:44908", "issue:44246|issue:44273", @@ -17439,295 +17450,293 @@ "issue:43976|issue:44393", "issue:44704|issue:44908", "issue:44908|issue:45071", - "issue:44295|issue:45230", "issue:44297|issue:45230", + "issue:44295|issue:45230", "issue:41669|issue:44351", "issue:44492|issue:46328", "issue:41669|issue:45341", - "issue:43976|issue:45850", "issue:44393|issue:45478", + "issue:43976|issue:45850", "issue:43976|issue:46218", "issue:44077|issue:44861", "issue:43827|issue:44908", "issue:31795|issue:33453", - "issue:43576|issue:44273", - "issue:44315|issue:44829", - "issue:44360|issue:45468" + "issue:43576|issue:44273" ], - "prepared_review_unit_hash": "36ea877ab795a3be6528e5f1a65e456bd0e53105d0fc2d81ddeabdd81c476617", + "prepared_review_unit_hash": "4860f3d35cb84559d4590fb43301ed31bac28b9fbdb88dbde1a5cbb3d153022e", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39401, - "estimated_input_tokens": 9851, - "estimated_eval_tokens": 19958 + "serialized_chars": 39288, + "estimated_input_tokens": 9822, + "estimated_eval_tokens": 19900 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft edge pair looks like a true duplicate/merge candidate. Most matches are only superficially related by theme (imports, v5 regressions, Qwen3-family models) but describe different concrete bugs, behaviors, or code paths.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This set is mostly heterogeneous: docs, tokenizer/processor APIs, lazy-loading/import performance, cache semantics, model-specific config bugs, and several broad v5 regression reports. The soft pairs share at most broad subsystem similarity; none look like the same concrete bug or change.", + "confidence": 0.7, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella-style report in the set and best matches the recurring 'v5 breaks many models' theme, but the overall cluster is too mixed to be a strong duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44273 is the most actionable standalone report in this set: it is specific, still open, and has broader diagnostic value than the generic or highly model-specific tickets, but it is not a duplicate target for the others.", + "best_issue_reason": "If one issue must represent the cluster, 45850 is the most general and central summary of the repeated version-regression complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Different model/features and different failure modes; shared ML theme only." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "RoPE implementation discussion vs video frame semantics are unrelated." + }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Chunked-prefill cache missing vs a cache-strategy typo are different bugs." + "reason": "Cache regression during chunked prefill is not the same as a typo in cache-strategy naming." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "A specific Qwen3.5 chat crash is not the same as a broad \u201cmany models break\u201d regression report." + "reason": "A specific chat crash is not the same concrete bug as a broad 'many models break in v5' complaint." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy-loading failure and missing TensorFlow backend handling are unrelated issues." + "reason": "Lazy loading/import behavior and tf-backend detection are unrelated." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Missing processor files is concrete; the other issue is too generic to match it." + "reason": "Missing processor save files is too specific to equate with a generic bug report." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "DSA/ReLU discussion and video num_frames semantics are unrelated." + "reason": "DSA indexer behavior has no connection to SmolVLM video frame handling." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both mention Qwen3, but one is a model bug and the other is missing tensor-parallel metadata." + "reason": "Different Qwen model families and different problems; not the same code-path bug." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Both touch import/lazy-loading behavior, but they point to different failure modes and code paths." + "reason": "Both touch import/lazy loading, but one is a generic lazy-loading failure and the other is sys.modules access; not enough evidence of one bug." }, { "left": "issue:44393", - "right": "issue:45071", + "right": "issue:45753", "accept": false, - "reason": "Qwen3-VL bbox errors and PretrainedConfig type-checking regressions are unrelated." + "reason": "Same model family, but bbox hallucination/error and infinite-loop behavior are different concrete failures." }, { "left": "issue:44393", - "right": "issue:45753", + "right": "issue:45071", "accept": false, - "reason": "Same model family, but different symptoms and likely different code paths." + "reason": "Model output bug vs PretrainedConfig typing regression are unrelated." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken env command and checkpoint reload failures are distinct v5 regressions." + "reason": "Both are v5 breakages, but the env command and checkpoint reload problems are different code paths." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-* slowdown and chunked-prefill cache behavior are different issues." + "reason": "Import-star performance issue is unrelated to a cache-missing runtime regression." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is not the same as a vague \u201ctoo many models break\u201d complaint." + "reason": "A missing pad_token_id attribute in one config is not the same as a broad v5 model-breakage report." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLm pad_token_idx regression is a specific config bug, not the broad breakage report." + "reason": "StableLmConfig pad token regression is model-specific and distinct from a generic v5 complaint." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are upgrade-related, but they concern different incompatibilities and code paths." + "reason": "Both involve v5 compatibility, but checkpoint reload failure and remote-code meta-init incompatibility are not the same bug." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A cache-strategy typo does not match a generic \u201cv5 breaks too many models\u201d report." + "reason": "A cache-strategy typo is not the same as a broad version-regression issue." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "General import errors after upgrade are broader and different from the other generic breakage complaint." + "reason": "Generic upgrade import errors overlap only at a high level with 'many models break'; no shared concrete failure path." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API migration and cache-strategy typo are unrelated." + "reason": "TF32 API guidance and cache-strategy typo are unrelated." }, { - "left": "issue:41669", - "right": "issue:46218", + "left": "issue:44230", + "right": "issue:46095", "accept": false, - "reason": "Import-time slowdown and a missing Qwen3_5 module are different import problems." + "reason": "FP8 inference failure and a weight conversion-script question are different topics." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:41669", + "right": "issue:46218", "accept": false, - "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE is unrelated to a DeepSeekV4 conversion-script question." + "reason": "Import performance and a specific module import failure are not the same bug." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "SAM3 tracker/model-type warning and Liger Kernel with model_init are unrelated." + "reason": "Model-type mismatch warning and Liger Kernel application are unrelated." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Flaky tests from missing seeds do not match an inverse_sqrt scheduler kwargs bug." + "reason": "Missing test seeds and scheduler keyword handling are unrelated." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import slowness and lazy-loading malfunction are adjacent but not the same concrete bug." + "reason": "Both mention import/lazy-loading, but one is slow import and the other is correctness of lazy loading; not a clear duplicate." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Transformer env-command breakage and scheduler kwarg handling are unrelated." + "reason": "Env command breakage and inverse_sqrt scheduler kwargs are different features." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support for Nemotron is unrelated to Qwen3-VL bbox output bugs." + "reason": "Flash-Attention support for Nemotron and Qwen3-VL bounding-box errors are unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version support and Qwen3-VL bbox hallucination are unrelated." + "reason": "Python version compatibility and model hallucination/output errors are unrelated." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Processor kwargs forwarding and scheduler kwargs forwarding are different subsystems." + "reason": "AutoProcessor cached_file kwargs and scheduler kwargs are different APIs." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs regression and PretrainedConfig type-checking regression are unrelated." + "reason": "Scheduler kwarg propagation and config type checking are unrelated." }, { - "left": "issue:44295", + "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Position_ids buffer access error is not the same as a generic bug report." + "reason": "Tokenizer save metadata bug and generic bug report are not the same issue." }, { - "left": "issue:44297", + "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Tokenizer class mismatch on save is a different issue from a generic bug report." + "reason": "Position_ids buffer handling is unrelated to a generic bug report." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-* slowdown and missing HybridCache import are different import failures." + "reason": "Import-star performance is unrelated to a missing HybridCache symbol." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance are unrelated." + "reason": "Cache-strategy naming and SequenceFeatureExtractor padding performance are unrelated." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import performance regression and a testing_utils bug are unrelated." + "reason": "Import performance and a small testing_utils bug are not the same problem." }, { - "left": "issue:43976", - "right": "issue:45850", + "left": "issue:44393", + "right": "issue:45478", "accept": false, - "reason": "Python support matrix issue and broad v5 breakage report are not the same bug." + "reason": "Different Qwen3.5 issues with different failure modes and likely different code paths." }, { - "left": "issue:44393", - "right": "issue:45478", + "left": "issue:43976", + "right": "issue:45850", "accept": false, - "reason": "Qwen3-VL bbox errors and Qwen3.5 MoE from_pretrained errors are different model-specific failures." + "reason": "Python support regression is not the same concrete issue as broad model breakage." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python-version compatibility and missing Qwen3_5 module import are unrelated." + "reason": "Python-version compatibility and module import failure are unrelated." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Post_init policy and _get_tied_weight_keys AttributeError are different code-path issues." + "reason": "post_init allowance in patchtsmixer and tied-weights-key handling are unrelated." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Documentation still mentioning pipeline() is unrelated to scheduler kwargs handling." + "reason": "Docs still referencing pipeline() and scheduler kwarg propagation are unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Model.forward docs confusion and tokenizer loading regression are unrelated." + "reason": "Documentation confusion and tokenizer-loading regression are different issues." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy-loading import behavior are different issues." - }, - { - "left": "issue:44315", - "right": "issue:44829", - "accept": false, - "reason": "Liger Kernel application in model_init and flash_attention_3 training degeneration are different bugs." - }, - { - "left": "issue:44360", - "right": "issue:45468", - "accept": false, - "reason": "DSA/ReLU discussion and Gemma-4 audio positional encoding are unrelated." + "reason": "Broken env command and lazy-loading correctness are not the same bug." } ] }, @@ -17746,10 +17755,10 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ "issue:28348", "issue:29870", @@ -17757,7 +17766,6 @@ "issue:31515", "issue:31795", "issue:34689", - "issue:36296", "issue:38617", "issue:41669", "issue:42371", @@ -17773,16 +17781,18 @@ "issue:43606", "issue:43618", "issue:43704", - "issue:43717", "issue:44230", "issue:44261", "issue:44263", "issue:44273", + "issue:44315", "issue:44351", + "issue:44360", "issue:44485", "issue:44492", "issue:44623", "issue:44655", + "issue:44829", "issue:44861", "issue:44908", "issue:44938", @@ -17795,12 +17805,13 @@ "issue:45850", "issue:46018", "issue:46095", - "issue:46144", "issue:46172", "issue:46218", "issue:46655" ], "soft_pairs": [ + "issue:44315|issue:44829", + "issue:44360|issue:45468", "issue:43519|issue:46655", "issue:44273|issue:44908", "issue:44655|issue:44861", @@ -17838,263 +17849,276 @@ "issue:44230|issue:44623", "issue:28348|issue:43352", "issue:29870|issue:31515", - "issue:30333|issue:31515", - "issue:31515|issue:36296", - "issue:31515|issue:31795", - "issue:44230|issue:45310", - "issue:43298|issue:44230", - "issue:43717|issue:46144" + "issue:30333|issue:31515" ], - "prepared_review_unit_hash": "58a067fe43474e1337d0d43fb66362099551abd4c3f1cc3eacdb8d2e7ab6d16e", + "prepared_review_unit_hash": "e3819e3c79cfa2d63a37af26f94362cbc4c35170e2372dd5db6a232474a4a2e5", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 43, - "serialized_chars": 39683, - "estimated_input_tokens": 9921, - "estimated_eval_tokens": 20098 + "soft_pair_count": 40, + "serialized_chars": 38935, + "estimated_input_tokens": 9734, + "estimated_eval_tokens": 19724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous: most items are unrelated bug reports or feature requests across different models/subsystems, so the soft edges should be rejected. No true duplicate cluster emerges; at most, a couple of tokenizer/v5 or Flash Attention mentions are loosely similar but not the same concrete issue.", - "confidence": 0.94, - "canonical_issue_reason": "No coherent canonical issue: the items span unrelated bugs, features, and regressions across many different code paths.", + "summary": "The cluster is very heterogeneous: most items are unrelated model-specific regressions, API breakages, or feature requests. I do not see any strong duplicate pairs; the best representative issue is the broad v5 regression umbrella.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set and best captures the common theme of multiple Transformers v5 regressions, even though it is not a precise duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45250 is the broadest Flash Attention topic and the only plausible umbrella for one small subset, but it still does not represent the full set.", + "best_issue_reason": "issue:45850 is the most suitable cluster representative because it is broad enough to summarize the recurring v5 breakage reports without overfitting to one model or subsystem.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Different bugs: Liger Kernel not applied with model_init vs flash_attention_3 causing degenerate training." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different code paths and symptoms: DSA indexer ReLU issue vs Gemma-4 audio positional encoding bug." + }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Different processor bugs in different models: Qwen3VL timestamp math vs SmolVLM video padding." + "reason": "Different processor bugs: Qwen3VL timestamp calculation vs SmolVLM video padding calculation." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading failure and inverse_sqrt scheduler kwargs are unrelated subsystems." + "reason": "Lazy loading failure and inverse_sqrt scheduler kwargs handling are unrelated." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving Pipeline objects and _tied_weights_keys list handling are different code paths and failures." + "reason": "save_pretrained/pipeline file saving issue vs _get_tied_weight_keys AttributeError are separate failures." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken env command and inability to import Qwen3_5ForCausalLM are not the same bug." + "reason": "Different issues: broken transformers env command vs missing Qwen3_5ForCausalLM import." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "A placeholder bug report is too generic to be a duplicate of a specific Qwen3.5 MoE from_pretrained error." + "reason": "Generic bug report is not the same concrete regression as the Qwen3.5 MoE from_pretrained error." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Timestamp calculation in Qwen3VL and GLM-5 RoPE implementation are unrelated." + "reason": "Different models and mechanics: timestamp calculation vs RoPE implementation." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math and scheduler kwargs handling do not share a concrete bug." + "reason": "Processor timestamp bug and scheduler kwargs bug do not match." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star model cleanup and a VRAM leak in dataloader threads are unrelated." + "reason": "Import * cleanup performance issue vs VRAM leak in multi-dataloader threads are unrelated." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion about inputs/past_key_values is not the same as a model loading regression." + "reason": "Documentation confusion about inputs/past_key_values is not the same as a model-loading breakage." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 gating logic and a comb.to(...).transpose(...) bug are different DeepSeek issues." + "reason": "DeepSeek-V4 gating logic and comb.to(...).transpose(...) are different concrete bugs." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in threaded loading and GLM-5 RoPE implementation are unrelated." + "reason": "VRAM leak and RoPE implementation bug are unrelated." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE and Gemma-4 audio positional encoding are different model implementations." + "reason": "Different model-specific math issues in different components." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network leakage and timestamp calculation are unrelated." + "reason": "local_files_only API calls is unrelated to Qwen3VL timestamp computation." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A broad v5 regression complaint is not the same as a specific Qwen3_5 import failure." + "reason": "Broad v5 breakage complaint and a specific import failure are not the same bug." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 configuration API guidance and a multi-thread VRAM leak are unrelated." + "reason": "TF32 settings change is unrelated to the VRAM leak report." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp calculation bug and missing processor save files are different processor issues." + "reason": "Processor timestamp bug and missing files on save_pretrained are different subsystems." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return values in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." + "reason": "torch.split return-value issue is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." + "reason": "CPU offload device mismatch and audio positional encoding are different bugs." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm is not the same as Gemma-4 audio positional encoding." + "reason": "MLA q_a_layernorm precision issue is unrelated to Gemma-4 audio encoding." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching audio-model support and DeepSeek-V4 weight conversion are different feature requests." + "reason": "Continuous batching audio-model support and deepseekv4 weight conversion are different requests." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Processor timestamp math and VRAM leak in threaded loading do not match." + "reason": "Timestamp calculation bug and VRAM leak are unrelated." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "HybridCache import failure and Qwen3_5ForCausalLM import failure are distinct import regressions." + "reason": "Both are import errors, but for different symbols and likely different missing-export bugs." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2.0 support for NemotronH and a module import error are unrelated." + "reason": "Flash Attention support limitation and Qwen3_5ForCausalLM import failure are not the same issue." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer v5, but one reports broad behavior differences while the other is a decoder-type bug; not enough to treat as the same issue." + "reason": "Both mention tokenizer v5 behavior, but they describe different concrete problems." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "GPT2LMHeadModel Flash Attention 2.0 support is only a narrow subset of the broader Flash Attention topic, not a confirmed duplicate." + "reason": "GPT2 Flash Attention 2.0 support request is not the same as the generic Flash Attention 2.0 topic." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Inverse_sqrt scheduler kwargs and an unrelated placeholder issue are not duplicates." + "reason": "Scheduler kwargs bug and unrelated placeholder issue do not match." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A cache-strategy typo is unrelated to the placeholder report." + "reason": "Typo in cache strategies is unrelated to the placeholder issue." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the placeholder report." + "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "The placeholder issue is not the same as the broad Transformers v5 regression report." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure is unrelated to the placeholder report." + "reason": "Python 3.14 load failure is unrelated to the placeholder issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key crash and apply_chat_template tool-call crash are different code paths." + "reason": "Tied-weight-key crash and apply_chat_template crash are different code paths." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading and an ImportError are unrelated." + "reason": "Slow from_pretrained loading and missing layer_type_validation import are different problems." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx and tied-weight-key AttributeError are different config/model issues." + "reason": "Missing pad_token_idx in config is unrelated to tied-weight-key handling." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Llama4Config pad_token_id absence is unrelated to tied-weight-key handling." + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight-key handling." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 Qwen3-VL support and processor.save_pretrained missing files are different topics." + "reason": "FP8 Qwen3-VL support request is unrelated to processor save_pretrained file omission." }, { - "left": "issue:44230", - "right": "issue:45310", + "left": "issue:28348", + "right": "issue:43352", "accept": false, - "reason": "FP8 inference support and Qwen3.5 MoE from_pretrained failure are not the same bug." + "reason": "One requests Flash Attention 2.0 support, the other reports it is unsupported for a different model." }, { - "left": "issue:43298", - "right": "issue:44230", + "left": "issue:29870", + "right": "issue:31515", "accept": false, - "reason": "Continuous batching audio support and Qwen3-VL/Qwen3.5 FP8 inference support are different feature requests." + "reason": "BART generate decoder_attention_mask crash and slow checkpoint loading are unrelated." }, { - "left": "issue:43717", - "right": "issue:46144", + "left": "issue:30333", + "right": "issue:31515", "accept": false, - "reason": "Mamba init_weights usage and RoFormer attention-interface usage are unrelated implementation issues." + "reason": "MLFlow job tracking failure and slow from_pretrained loading are unrelated." } ] }, @@ -18113,21 +18137,33 @@ "review_unit_count": 58, "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-10000-485", + "cluster_id": "cluster-10000-486", "nodes": [ + "issue:31515", + "issue:31795", + "issue:36296", "issue:37934", "issue:42936", "issue:43240", + "issue:43298", "issue:43668", + "issue:43717", "issue:43813", "issue:44031", + "issue:44230", + "issue:45310", "issue:46018", "issue:46144" ], "soft_pairs": [ + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", "issue:42936|issue:46018", "issue:43668|issue:44031", "issue:42936|issue:43240", @@ -18140,100 +18176,130 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "a3d1342d66e64e1b8bac21163f82a24fd3a9d7486c55792f98b4151dedeb342d", + "prepared_review_unit_hash": "cd732519a5bee28fa6c6e5d39e75e5ad477216115743e3bbaf75f0e704dc9128", "component_budget": { - "node_count": 485, - "item_count": 485, - "soft_pair_count": 1786, - "serialized_chars": 925818, - "estimated_input_tokens": 231455, - "estimated_eval_tokens": 463166 + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 }, "budget": { - "node_count": 8, - "item_count": 8, - "soft_pair_count": 11, - "serialized_chars": 7773, - "estimated_input_tokens": 1944, - "estimated_eval_tokens": 4144 + "node_count": 15, + "item_count": 15, + "soft_pair_count": 16, + "serialized_chars": 13117, + "estimated_input_tokens": 3280, + "estimated_eval_tokens": 6816 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The proposed pairs are only shallow lexical matches; the issues describe unrelated bugs across different models/components, so none should be clustered as duplicates.", + "summary": "This cluster is heterogeneous: it mixes unrelated issues across loading performance, docs, tensor parallelism, model-specific normalization, loss plumbing, tokenizer warnings, fp8 support, and attention/interface bugs. None of the soft edges look like the same underlying bug or change.", "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue fits: the set is heterogeneous (normalization, tokenizer warnings, config typing, attention interface, MoE gating, and loss/kwargs handling are all separate problems).", - "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong cluster representative; 43240 is the broadest wording, but it still refers to a distinct loss-kwargs bug rather than the others.", - "best_pr_reason": null, + "canonical_issue_reason": "No clear canonical issue: the items cover many different subsystems and failure modes, so any single issue would be arbitrary.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No single best issue stands out as a global representative because the cluster does not center on one concrete bug or fix.", + "best_pr_reason": "No pull requests are present in this cluster.", "soft_edge_verdicts": [ + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowdown in from_pretrained is unrelated to a tensor parallel training bug." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "One is about load speed; the other is documentation confusion for forward arguments." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support request is different from a Qwen3.5 MoE from_pretrained error on newer transformers." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching support for audio models is a different feature gap than Qwen fp8 inference support." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior is unrelated to RoFormer not using the attention interface." + }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Different models and failure modes: Mask2Former ignore_value usage vs DeepSeek-V4 shared expert gating." + "reason": "Mask2Former ignore_value handling is a different bug than DeepSeek-V4 shared expert gating." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Unrelated defects: a config type hint mismatch vs tokenizer regex warning behavior." + "reason": "Incorrect type hint for a config field is unrelated to tokenizer regex warning behavior." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value handling is not the same as kwargs not being forwarded to a loss function." + "reason": "Unused ignore_value in Mask2Former is not the same as kwargs not being forwarded to loss calculation." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwarg propagation and RoFormer attention-interface usage are different code-path issues." + "reason": "Loss-function kwargs plumbing is unrelated to RoFormer attention interface usage." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "No shared underlying bug; one is model-specific ignore_value usage, the other is a tokenizer warning regression." + "reason": "Mask2Former ignore_value usage does not match a tokenizer regex warning regression." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "These concern different subsystems and bugs, not the same underlying defect." + "reason": "These are distinct model-specific issues affecting different code paths." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "A model ignore_value bug is unrelated to a typo in a quantization attribute name." + "reason": "Unused ignore_value and a typo in quantization_operation are clearly different defects." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Passing kwargs to loss calculation is unrelated to a ModernBERT config type annotation issue." + "reason": "Passing kwargs into loss computation is unrelated to a config type-hint mistake." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Both are small correctness issues, but they affect different files and behaviors with no shared code-path." + "reason": "A type annotation bug is not the same as a documentation/code typo in quantization logic." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "RMS-norm implementation question for Llama4TextL2Norm is unrelated to ModernBERT norm_eps typing." + "reason": "Questioning whether a norm is RMS norm is a model-design issue, not a config type-hint error." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Different model bugs with no evidence of the same underlying change or code path." + "reason": "Mask2Former ignore_value handling and ModernBERT norm_eps typing do not describe the same bug." } ] }, @@ -18252,8 +18318,8 @@ "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-10519-3", "nodes": [ @@ -18266,12 +18332,12 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "fff34ce588010eddb501762d866a3c56971ab7b7234d420a3b02a967898a1db9", + "prepared_review_unit_hash": "2addad07a04e93090a872b62e655a0a8750aec8886365934036a1214c8a0be7e", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, + "serialized_chars": 2878, "estimated_input_tokens": 720, "estimated_eval_tokens": 1696 }, @@ -18279,7 +18345,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, + "serialized_chars": 2878, "estimated_input_tokens": 720, "estimated_eval_tokens": 1696 }, @@ -18288,30 +18354,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are not duplicates: they concern unrelated feature requests in different parts of the library (token truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word timestamp offsets).", - "confidence": 0.99, - "canonical_issue_reason": "No canonical issue: there is no shared underlying bug or feature request tying these issues together.", + "summary": "The cluster is a false positive: the three issues are about unrelated feature requests in different parts of the library, and the observed similarity is only superficial wording overlap.", + "confidence": 0.98, + "canonical_issue_reason": "No true duplicate stands out. If one issue must be used as the representative anchor, issue 10519 is the clearest and most concrete feature request, but it is not semantically related to the other two.", "canonical_pr_reason": null, - "best_issue_reason": "None of the issues is a suitable global representative because the cluster is not actually about one problem.", + "best_issue_reason": "Issue 10519 is the best standalone representative because it has the most specific scope and the strongest discussion around a concrete API change; the others concern entirely different functionality.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different domains and code paths: tokenizer truncation strategy vs. Wav2Vec2 word timing offsets." + "reason": "Different problems: truncation behavior in tokenization versus word start/end offsets in Wav2Vec2. No shared code path or same underlying bug." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated requests: truncation-from-beginning option vs. ReduceLROnPlateau-like learning-rate scheduling behavior." + "reason": "Unrelated feature requests: tokenizer truncation direction versus ReduceLROnPlateau-like scheduler behavior. Similarity is only textual, not functional." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "No shared underlying bug/change: scheduler functionality request vs. extracting word start/end timestamps in speech models." + "reason": "Different subsystems and goals: learning-rate scheduling versus audio word boundary offsets. They do not describe the same change or bug." } ] }, @@ -18330,8 +18396,8 @@ "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": [ @@ -18343,7 +18409,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "311cf3de371e860cda9ecd01a5089005119beec2eda7934ef8bb480d745968ce", + "prepared_review_unit_hash": "161909dd779045052e6bea88c394ea3879c4b6fa976f6bc0756fa77a1a9a713a", "component_budget": { "node_count": 3, "item_count": 3, @@ -18365,24 +18431,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are not duplicates: one is about Tapas tokenization mismatching TensorFlow, one about an authentication/error-message problem when downloading a private model, and one about failing to load bert-base-uncased. They share only a broad theme of model/tokenizer loading.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 16618 is the broadest and most central to the cluster theme (model loading), but it still does not match the other two concrete problems.", + "summary": "These issues are only loosely related by Hugging Face model usage. #13244 is a tokenization mismatch bug, while #15980 is an authentication/error-message problem for private model downloads, and #16618 is a generic model-loading failure. They do not look like the same underlying defect.", + "confidence": 0.76, + "canonical_issue_reason": "#16618 is the broadest and most central user-facing failure in the cluster: it concerns inability to load a model, which is the closest shared theme among the items.", "canonical_pr_reason": null, - "best_issue_reason": "None of these are strong duplicates of each other; if one must be retained as the cluster representative, 16618 is the closest fit because it concerns model loading rather than a niche tokenization or auth-message issue.", + "best_issue_reason": "#16618 is the strongest representative issue because it has the most general symptom and highest discussion activity, making it the best anchor for this loose cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization mismatch vs. failure to load bert-base-uncased are different code paths and different bugs." + "reason": "Tokenization differences versus TensorFlow code are a different bug class from failing to load 'bert-base-uncased'; no concrete shared code-path is evident." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Private-model auth/download error messaging is unrelated to the generic bert-base-uncased load failure." + "reason": "Both mention model loading/download, but one is specifically a private-model login/error-message issue and the other is a generic inability to load a public model; this is too broad to treat as the same bug." } ] }, @@ -18401,8 +18467,8 @@ "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": [ @@ -18412,7 +18478,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "fd8999a04539a7f7a0ea98cf591eb9633ea4d5010648d7cc196677afbdd2c4fa", + "prepared_review_unit_hash": "90d4204ed9cbea65b1dbceac749fbea434fcbe1f6342ff45bc59b305f68f24e7", "component_budget": { "node_count": 2, "item_count": 2, @@ -18434,18 +18500,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated feature-request issues: one for Flash Attention 2 support on more architectures, the other for GGUF support on more architectures. They are not duplicates and should not be clustered together.", + "summary": "These are two distinct community-contribution requests in different feature areas: Flash Attention 2 architecture support vs GGUF architecture support. They are not duplicates and should stay separate.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the requests target different features and code paths.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a better duplicate representative; they are separate enhancement requests.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different underlying changes: Flash Attention 2 support versus GGUF support. Same broad theme ('more architectures') is not enough to treat them as duplicates." + "reason": "Different feature requests affecting different code paths and architectures; same broad theme of 'support for more architectures' is too generic to indicate the same underlying change." } ] }, @@ -18464,8 +18530,8 @@ "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-27088-8", "nodes": [ @@ -18504,187 +18570,187 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "912392ccf0d4a27f98e197fbe178f7fc6c96616c8e4adb356558cebfd04da699", + "prepared_review_unit_hash": "06c10cdf32ce329438739a5dd74d0b9264a2e368d5bfffb874df251150c43fc9", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13527, - "estimated_input_tokens": 3382, - "estimated_eval_tokens": 7020 + "serialized_chars": 13521, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13527, - "estimated_input_tokens": 3382, - "estimated_eval_tokens": 7020 + "serialized_chars": 13521, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This set splits into two true duplicate subclusters: the three generic placeholder i18n issues are effectively the same template issue, and the two Thai issues are exact duplicates. The language-specific translation requests (Turkish, Spanish, Romanian) are not duplicates of each other.", - "confidence": 0.94, - "canonical_issue_reason": "issue:43834 is the cleanest representative of the larger exact/near-exact generic-template subgroup: it is one of the three identical placeholder issues and is the earliest of that set.", + "summary": "This cluster splits into two clear groups: separate language-specific translation requests, and a smaller placeholder/template subgroup. I treat only the strongest same-title duplicates as merges and keep the language-specific issues separate.", + "confidence": 0.76, + "canonical_issue_reason": "43834 is the best canonical for the placeholder/template subgroup because it is the earliest generic template-style translation request and sits at the center of the near-identical placeholder cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the best global issue representative because it anchors the strongest duplicate subgroup with the most matching counterparts, while the language-specific translation requests are separate topics.", + "best_issue_reason": "43834 is the best global issue to keep as the representative of the template-placeholder cluster; the other language-specific translation requests should remain separate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language-specific translation requests; same broad i18n area but not the same underlying issue." + "reason": "Turkish translation request vs generic template placeholder; same broad topic is not enough." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish vs generic template; not the same concrete request." + "reason": "Turkish translation request is distinct from the template placeholder issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Specific Turkish docs translation request is distinct from the generic placeholder issue." + "reason": "Concrete Turkish docs translation is not the same as the generic placeholder request." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different target languages, so these are separate translation issues." + "reason": "Turkish and Romanian translation requests are separate language-specific issues." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation requests are distinct." + "reason": "Turkish and Spanish translation requests are different underlying requests." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Specific Spanish translation request does not duplicate the generic placeholder template issue." + "reason": "Spanish translation request does not match the generic template placeholder issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish vs generic placeholder; not the same underlying issue." + "reason": "Spanish request is separate from the template placeholder issue." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian translation requests are separate." + "reason": "Spanish and Romanian translation requests are separate issues." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish request is not a duplicate of the generic template issue." + "reason": "Spanish request is distinct from the template placeholder issue." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian-specific request and generic template are different issues." + "reason": "Romanian translation request and template placeholder issue are not the same change." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian request is distinct from the generic placeholder issue." + "reason": "Romanian request is separate from the template placeholder issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian translation request is not the same concrete issue as the generic template." + "reason": "Romanian docs translation is distinct from the generic template issue." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different content and different request; not duplicates." + "reason": "Romanian and Thai-titled translation requests are different language-specific issues." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different content and different request; not duplicates." + "reason": "Romanian and Thai-titled translation requests are separate requests." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Same generic placeholder title/body template; effectively the same issue." + "reason": "Same placeholder template request; titles and metadata are effectively the same duplicate family." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Near-identical generic placeholder translation issue." + "reason": "Same placeholder template request with nearly identical metadata; likely duplicate reports." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder issue vs Thai-specific text; different underlying requests." + "reason": "Template placeholder issue vs Thai-language request; different underlying requests." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder issue vs Thai-specific text; not the same issue." + "reason": "Template placeholder issue vs Thai-language request; not the same report." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Same placeholder title/body and same underlying template issue." + "reason": "Same placeholder template issue; no meaningful distinction visible in the packet." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder issue does not match the Thai-specific issue." + "reason": "Placeholder template issue vs Thai-language request; different issue family." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder issue does not match the Thai-specific issue." + "reason": "Placeholder template issue vs Thai-language request; different issue family." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder issue and Thai-specific issue are unrelated." + "reason": "Placeholder template issue vs Thai-language request; different issue family." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder issue and Thai-specific issue are unrelated." + "reason": "Placeholder template issue vs Thai-language request; different issue family." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Exact same Thai title/body pattern; clear duplicate pair." + "reason": "Same Thai-language title and matching metadata strongly suggest a duplicate report of the same issue." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The clustering is grounded in the packet and the soft-edge calls are conservative. The split into a generic placeholder subgroup and a Thai exact-duplicate pair is well supported by the identical titles and very high similarity scores, and the language-specific Turkish/Spanish/Romanian issues are reasonably treated as separate requests. The canonical representative choice for issue:43834 is also consistent with the timestamps." + "accept": false, + "feedback": "The overall split between language-specific translation requests and the placeholder-template cluster is plausible, but the writeup overstates the evidence in a few places. In particular, the packet does not include bodies, so claims like \"titles and bodies appear effectively identical\" and \"near-identical body\" are not grounded. Also, issue 43834\u2019s title is not an exact match to 44365/44370; it is a template version, not the same title. Because the soft-edge accepts rely on stronger evidence than the packet provides, I can\u2019t accept this as fully conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -18697,8 +18763,8 @@ "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-36817-18", "nodes": [ @@ -18763,274 +18829,274 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "71b6fac1f2c5a13632f89368b9adeb6320c3ffc2634bfcf9901e6c3fb36afecc", + "prepared_review_unit_hash": "0e021a128627ec30454fdb680cb8068df42e9737debfb8a4779db0dd33263d7c", "component_budget": { "node_count": 18, "item_count": 18, "soft_pair_count": 40, - "serialized_chars": 24146, - "estimated_input_tokens": 6037, - "estimated_eval_tokens": 12330 + "serialized_chars": 24150, + "estimated_input_tokens": 6038, + "estimated_eval_tokens": 12332 }, "budget": { "node_count": 18, "item_count": 18, "soft_pair_count": 40, - "serialized_chars": 24146, - "estimated_input_tokens": 6037, - "estimated_eval_tokens": 12330 + "serialized_chars": 24150, + "estimated_input_tokens": 6038, + "estimated_eval_tokens": 12332 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly distinct model-request issues that share generic wording (\u201cadd/support model\u201d), not duplicates of the same underlying change. None of the soft edges look safe to merge as the same issue.", - "confidence": 0.94, + "summary": "This cluster is only loosely related by theme (model-support requests), but the items describe different models and different implementation targets. I found no true duplicates or mergeable PR-equivalents.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43671 is the most central and concrete request in the set (Qwen3-TTS support), but it should only serve as a representative example, not a duplicate canonical for the rest.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model additions (EuroBert config vs DEIMv2); only broad 'add model' similarity." + "reason": "Different requests: EuroBert config addition vs DEIMv2 support; separate model families and code paths." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config request and Qwen3-TTS support are unrelated model families and tasks." + "reason": "EuroBert config support and Qwen3-TTS support are unrelated model additions." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Different models entirely (EuroBert vs RF-DETR)." + "reason": "EuroBert and RF-DETR are different model requests with no shared underlying change." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are separate model requests with no shared code-path change." + "reason": "RF-DETR and DEIMv2 are distinct models; not the same bug/change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "Object detection model request vs audio model request; not the same change." + "reason": "RF-DETR vision model support and LFM2.5 Audio support are unrelated." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR support and weight-sparse transformer support are unrelated." + "reason": "RF-DETR and OpenAI weight-sparse transformer are separate requests." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR vs Qwen3-ASR are different models and different modalities." + "reason": "RF-DETR and Qwen3-ASR target different model families and implementation paths." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are different model integrations." + "reason": "RF-DETR support is unrelated to Qwen3-TTS support." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + "reason": "NeoBERT and Qwen3-ASR are different model additions; no single concrete fix." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT config support and circuit-sparsity transformer support are different changes." + "reason": "NeoBERT support and circuit-sparsity transformer support are unrelated changes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are unrelated." + "reason": "NeoBERT and LFM2.5 Audio are distinct model requests." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different model additions." + "reason": "RF-DETR and NeoBERT are different models; not duplicates." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different architectures; not the same bug/change." + "reason": "NeoBERT and ModernVBERT are separate model integrations." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model requests." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and weight-sparse transformer support do not describe the same implementation." + "reason": "MiniCPM3 and circuit-sparsity transformer changes do not share the same implementation target." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are separate model additions." + "reason": "MiniCPM3 and ModernVBERT are unrelated model additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS support are unrelated model requests." + "reason": "MiniCPM3 and Voxtral TTS are different model support requests." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different model families and tasks." + "reason": "DEIMv2 and Qwen3-TTS are different model families with separate code paths." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are not the same change." + "reason": "ModernVBERT and Qwen3-ASR are unrelated support requests." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT models and Qwen3-TTS support are unrelated requests." + "reason": "ModernVBERT and Qwen3-TTS are distinct model additions." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and the generic RoPE-BERT request are different model/feature scopes." + "reason": "ModernVBERT support and generic BERT-like RoPE support are not the same concrete change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "Generic BERT+RoPE support and Voxtral TTS support are unrelated." + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT/RoPE model support and an unrelated name-only issue are not duplicates." + "reason": "BERT-like RoPE support and a non-technical issue title are clearly not duplicates." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "TTS support and ASR support are different concrete capabilities." + "reason": "TTS and ASR support requests for different Qwen3 modalities; not one underlying fix." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Both are audio-related, but they request different models and code paths (Qwen3-TTS vs Voxtral TTS)." + "reason": "Qwen3-TTS and Voxtral TTS are different model integrations." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated modalities." + "reason": "Qwen3-TTS support and DeepSeek-OCR2 support are unrelated requests." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "TTS support and sparse-transformer support are different implementation changes." + "reason": "Qwen3-TTS and weight-sparse transformer support are different code paths." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio model requests, not one bug/change." + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model requests." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "ASR support and LFM2.5 Audio model addition are distinct requests." + "reason": "Qwen3-ASR and LFM2.5 Audio support are distinct model requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are different model families and tasks." + "reason": "Qwen3-ASR support and EUPE support are unrelated model additions." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "ASR support and weight-sparse transformer support are unrelated." + "reason": "Qwen3-ASR and circuit-sparsity transformer support are not the same change." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different model domains." + "reason": "LFM2.5 Audio and SAM3-LiteText are different model support requests." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "Audio model addition and Granite SWA+sink option are unrelated changes." + "reason": "LFM2.5 Audio support and Granite SWA+sink option are unrelated." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer support and EUPE are different model requests." + "reason": "Weight-sparse transformer support and EUPE support are different implementations." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different audio-model integrations." + "reason": "Qwen3-ASR and Voxtral TTS are different audio model requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated." + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "ASR support and OCR support are different modalities." + "reason": "Qwen3-ASR support and DeepSeek-OCR2 support are separate model requests." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are separate vision-language model requests." + "reason": "EUPE and TIPSv2 are different vision-language model requests." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT and the unrelated name-only issue do not describe the same change." + "reason": "ModernVBERT support and a non-model/person issue are not duplicates." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and the unrelated name-only issue are not duplicates." + "reason": "Voxtral TTS support and a non-technical issue title are clearly unrelated." } ] }, @@ -19049,8 +19115,8 @@ "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-38740-2", "nodes": [ @@ -19060,12 +19126,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "bf1e080dd6483fe4993604e9ebe06318220fa44ff0597ce8395e5c3dfcb9c53d", + "prepared_review_unit_hash": "32af683614a4692bee049039917cde43e43ff393f35adb97b43e01c137bc6977", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, + "serialized_chars": 1505, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -19073,7 +19139,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, + "serialized_chars": 1505, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -19082,18 +19148,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, the other is a Vision RoPE refactor. They do not describe the same bug, feature, or code change.", - "confidence": 0.98, + "summary": "The two issues are unrelated: one is a docs request to add `pruna` as an optimization framework, the other is a Vision RoPE refactor. The soft similarity is a false positive; there is no duplicate relationship here.", + "confidence": 0.99, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:46443 is the more substantive engineering issue and the better representative of the cluster, but it is not a duplicate of the docs request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different domains and intents: documentation/vendor listing vs. vision model positional-encoding refactor. No shared code path or concrete duplicate problem." + "reason": "Different topics and likely different code paths: documentation for an optimization framework vs a Vision RoPE refactor. No explicit linkage, shared targets, or file overlap." } ] }, @@ -19112,8 +19178,8 @@ "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": [ @@ -19123,12 +19189,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "354dc7542c841933f8229f0e3c3b045824a3df10c44caabe7ce7c9add233f177", + "prepared_review_unit_hash": "89134da8c569617b2f514622b53946dd8c9bc67401c54ef4d6daf9e20686c70c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -19136,7 +19202,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -19145,18 +19211,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are unrelated: one is about Set Block Decoding, the other about DeepSeek v3.2 support. There is no duplicate relationship here.", - "confidence": 0.97, + "summary": "The two issues do not appear to describe the same underlying problem: one is about set decoding behavior, the other requests DeepSeek v3.2 model support. The soft similarity is too weak to treat them as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical representative for the other; they describe different problem domains with no shared code-path or feature request.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Not the same underlying bug or change; the titles point to unrelated topics with no evidence of a shared implementation or fix." + "reason": "Different scopes and outcomes: decoding implementation vs adding support for a specific model/version. No shared code path or explicit linkage indicating the same bug/change." } ] }, @@ -19175,8 +19241,8 @@ "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-41306-2", "nodes": [ @@ -19186,40 +19252,40 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "3aee94ba6fa7b5eb1a881695685ed7f0a0b33cdc396ba0a4bac59713d4beffe8", + "prepared_review_unit_hash": "cf71513fc3de453ed94bf53e2ad0a6cef7abde2ec394ada8890410861001f454", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates. Issue #41306 asks for a `from_pretrained()` flag related to `TiledFusedLogitsLoss`/FLCE, while issue #41826 requests integrating `TiledMLP` for lower memory usage. They touch different features and code paths.", - "confidence": 0.96, - "canonical_issue_reason": "#41826 is the better canonical issue only in the sense that it is a clearer standalone feature request; #41306 is separate and should not be merged into it.", + "summary": "These two issues are only loosely related by the word \u201cTiled\u201d and do not describe the same bug or feature request. One is about exposing a `TiledFusedLogitsLoss` / FLCE flag in `from_pretrained()`, while the other requests integrating `TiledMLP` for reduced memory footprint.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #41306 is the more concrete and actionable report: it names a specific integration point (`from_pretrained()`), a specific feature flag, and a specific fused loss implementation, making it a better anchor for this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#41826 is the most self-contained representative of the cluster, but it is not a duplicate of #41306.", + "best_issue_reason": "#41306 is the best issue representative because it is narrowly scoped, implementation-oriented, and has higher discussion activity, suggesting clearer triage value than the broader TiledMLP memory-footprint request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different requests: one concerns a `from_pretrained()` flag for FLCE/TiledFusedLogitsLoss, the other is about adding TiledMLP support for memory footprint reduction. Shared 'Tiled' naming is not enough to treat them as the same underlying issue." + "reason": "Different underlying changes: one concerns enabling FLCE/TiledFusedLogitsLoss via `from_pretrained()`, the other is about adding TiledMLP for memory savings. They share a subsystem name but not the same concrete problem or fix path." } ] }, @@ -19238,8 +19304,8 @@ "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": [ @@ -19249,12 +19315,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "8da7f25b2feaa1082588192e55b35a058080946c81d0e81c33f09375987fe36c", + "prepared_review_unit_hash": "8d9fe6ccd9ea05c22c4a3f00437f886dc4f50c03c02c0f167810cb81c7bab0d7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -19262,7 +19328,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -19271,18 +19337,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are related to Trainer extensibility, but they describe different problems: one is about `remove_unused_column` behavior for custom trainers, the other about FLOPS estimation for custom trainers. They should not be clustered as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #43598 is more specific about a concrete Trainer customization pain point (`remove_unused_column`) and has clearer scope for an implementation change.", + "summary": "These two closed issues are both about Trainer customization, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue fits this cluster well; the issues concern separate Trainer code paths and different user-facing problems.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43598 is the better anchor because it names a distinct Trainer setting and likely maps to a focused code-path change rather than a broader metrics/estimation concern.", + "best_issue_reason": "If forced to pick one representative, #43598 is the better cluster anchor because it is a more direct Trainer customization request and is broader in scope than the FLOPS-estimation-specific #43600.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Both mention custom trainers, but one concerns column removal and the other FLOPS estimation. These are different underlying bugs/features and would not plausibly be merged into one fix." + "reason": "Related by broad Trainer customization theme, but they target different behaviors (`remove_unused_column` customization vs FLOPS accounting for custom trainers) and are not the same underlying bug or change." } ] }, @@ -19301,8 +19367,8 @@ "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": [ @@ -19312,12 +19378,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "71b8854cafb66b91921e5b6fade35aca8a1047f7c44e0d9f8d850cacdb9f19f2", + "prepared_review_unit_hash": "1b88eacb86d8acf2ad44340e2fd9da407f9a29707171736ab72cc64733d1f828", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1610, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -19325,7 +19391,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1610, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -19334,18 +19400,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are related to Qwen model support in Transformers, but they target different capabilities: general model registration vs. sequence classification support. They should not be treated as duplicates.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 43684 is the broader, more central request: registering Qwen3-Omni with AutoModel and AutoModelForConditionalGeneration. It is the closest match to a general model-registration gap.", + "summary": "These are related only at a very high level (both ask for Qwen model support), but they target different model families and different AutoModel heads, so they are not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43684 is the broader, more foundational request: it asks for model registration in AutoModel/AutoModelForConditionalGeneration, which is a core missing integration point.", "canonical_pr_reason": null, - "best_issue_reason": "43684 is the best representative for the cluster because it covers the wider AutoModel registration problem, while 44405 is a narrower request for AutoModelForSequenceClassification on a different Qwen3.5 config.", + "best_issue_reason": "Issue 43684 is the best representative issue because it addresses the general registration gap rather than a single task-specific head.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "The titles describe different API support gaps and likely different code paths: one is model registration for Qwen3-Omni, the other is sequence classification support for Qwen3.5. That is related, but not the same underlying bug/request." + "reason": "Different targets and scope: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 sequence-classification support. They are not the same underlying bug or change." } ] }, @@ -19364,8 +19430,8 @@ "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": [ @@ -19382,76 +19448,76 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "206dbe20797557964766072727d0bf436233a9ace34e82adad7920bd1e50397a", + "prepared_review_unit_hash": "740ce29b34e46a0629cf53bce68f9ef820a29b801bfc9de5d78b10b86fd1f0a7", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues titled \"huggingface \" appear to be duplicates of the same report; \"Fett\" looks unrelated and should stay separate.", - "confidence": 0.9, - "canonical_issue_reason": "issue:43845 is the earliest of the matching \"huggingface \" reports and is representative of the duplicate cluster.", + "summary": "Three closed issues share the exact title \"huggingface\" and look like duplicates of the same very terse report; issue 43835 (\"Fett\") appears unrelated. I\u2019d keep the oldest huggingface issue as the likely canonical issue.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43845 is the oldest of the near-identical \"huggingface\" issues and is the best placeholder canonical issue for that duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the best issue to keep as the cluster representative because it is the earliest matching report and has the clearest duplication signal with the other two identical titles.", + "best_issue_reason": "43845 is the best issue to represent the cluster because it is the earliest exact-title duplicate among the huggingface reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no supporting description or shared target evidence; not enough to treat as the same issue." + "reason": "Different titles and no evidence they describe the same problem; 43835 looks unrelated." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no supporting description or shared target evidence; likely unrelated." + "reason": "Different titles and no supporting detail tying them to the same underlying issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no supporting description or shared target evidence; likely unrelated." + "reason": "Different titles and no supporting detail tying them to the same underlying issue." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Same title text, same vague topic, and created minutes apart; they look like duplicate reports of the same issue." + "reason": "Same exact title and both are terse closed issues with very similar shape, so they plausibly duplicate the same report." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Same title text and same vague report pattern; no evidence of a distinct underlying bug." + "reason": "Same exact title and similarly minimal issue content; likely the same underlying report." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Same title text and same vague report pattern; they appear to describe the same issue." + "reason": "Same exact title and similarly minimal issue content; likely the same underlying report." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: issue:43835 has a different title and no shared-target evidence, while the three \"huggingface \" issues share the same title and close timestamps, making the duplicate-cluster interpretation reasonable. The representative choice of the earliest matching report is also supported." + "feedback": "The summary is grounded in the packet: issue 43835 has a different title and the three \"huggingface\" issues are the only tight cluster, with 43845 being the earliest by timestamp. The soft-edge verdicts are conservative overall and do not overclaim beyond the available similarity evidence." }, "evaluator_used": true, "retried": false, @@ -19467,8 +19533,8 @@ "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": [ @@ -19489,88 +19555,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "3b2f0dcc582251792f857b8908692865a7c2ed98ae2b131c8cc3cd6eba0d5463", + "prepared_review_unit_hash": "d6493632431101b9dbb22a2a2c48b692ad27e55000ea18ad707503c8b221b210", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly low-information/spam issues with unrelated titles and no actionable body content, so they do not form a duplicate cluster.", - "confidence": 0.97, - "canonical_issue_reason": "No strong canonical issue exists; the issues are too sparse and appear unrelated on their face.", + "summary": "All items are low-signal spam or generic placeholder issues with no substantive bodies, targets, or references, so there is no credible duplicate cluster to merge.", + "confidence": 0.93, + "canonical_issue_reason": "If a representative must be chosen, issue 44418 is the least placeholder-like and has the most descriptive title; the rest are obvious spam/generic titles.", "canonical_pr_reason": null, - "best_issue_reason": "None is a good representative duplicate target because the items do not describe the same bug or request.", + "best_issue_reason": "Issue 44418 is the best representative purely by title quality, but it still lacks any concrete bug report content.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are spam-like, but there is no evidence they report the same underlying issue." + "reason": "Both are placeholder spam issues; no shared bug, code path, or actionable description to indicate the same underlying problem." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Same generic spam pattern, but no shared bug/request or concrete overlap." + "reason": "Both are placeholder spam issues with no substantive content; similarity is only superficial." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a vague documentation suggestion; not the same issue." + "reason": "One is a spam placeholder and the other is a generic documentation-suggestion title; too little evidence of the same issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Completely different titles and no content linking them to the same problem." + "reason": "The titles are unrelated spam/generic text and there is no concrete shared bug report." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A documentation suggestion is not the same as a spam issue." + "reason": "Generic documentation-suggestion versus spam placeholder; no underlying defect or change is described." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Different apparent intent and no shared concrete request." + "reason": "Generic documentation-suggestion versus spam placeholder; not the same underlying issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam-like, but there is no evidence of one underlying bug or change." + "reason": "Both are spam placeholders, but that alone is not enough to treat them as the same underlying bug or request." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "No shared subject matter beyond weak similarity in low-information titles." + "reason": "Spam placeholder and unrelated quoted-name title; no concrete evidence of a shared problem." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No concrete overlap indicating the same issue." + "reason": "Spam placeholder versus unrelated quoted-name title; no substantive overlap." } ] }, @@ -19589,8 +19655,8 @@ "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": [ @@ -19600,7 +19666,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "dceaafa47c99bed8c929281f12be5f4e5e3c3119c756ca6b0e363997e9269fd5", + "prepared_review_unit_hash": "1904f00edba13568725bfeb3383e37765647613ebab351c1921cefa60e0fba37", "component_budget": { "node_count": 2, "item_count": 2, @@ -19622,28 +19688,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues have identical titles and nearly identical body sizes/content signals, indicating the same underlying report. Issue #45145 is the better canonical issue because it was created first and already has an inbound reference.", - "confidence": 0.99, - "canonical_issue_reason": "#45145 is the earliest copy and has the only inbound reference, so it is the best representative of this duplicated issue report.", + "summary": "The two closed issues have identical titles and a soft similarity signal, but the packet does not provide enough body or linkage evidence to confidently treat them as duplicates. They are likely related, but the duplicate claim should remain conservative.", + "confidence": 0.68, + "canonical_issue_reason": "If a single anchor is needed, #45145 is the better canonical candidate because it was created earlier and has an inbound reference. However, the evidence is not strong enough to state definitively that it is a duplicate of #45151.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the strongest issue to keep because it appears first and is already the one other artifacts point to.", + "best_issue_reason": "#45145 is the best issue to represent the pair for triage because it is earlier and already referenced, but only as a provisional anchor rather than a confirmed duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "Same title and essentially the same issue report; no evidence of distinct scope, so this is a clear duplicate pair." + "accept": false, + "reason": "Identical titles and soft similarity alone are not enough to conclude these are duplicates without body text overlap or explicit linkage." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The comparison is grounded in the packet: the issues have identical titles, close body lengths, and soft similarity evidence. Choosing #45145 as canonical is also supported by its earlier creation time and inbound reference count. The soft-edge accept is conservative enough here." + "accept": false, + "feedback": "The packet supports that the titles are identical and the pair has soft similarity, but it does not provide enough evidence to claim the bodies are highly similar or that the issues are definitively duplicates. The soft-edge accept is too strong given only a soft_similarity signal and no body text or explicit linkage. Please keep the verdict more conservative." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -19709,8 +19775,8 @@ "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": [ @@ -19720,40 +19786,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "7250164f303efe8b5e01e90b031d38aeebbfd264f5348ab26edbbe4057bf5d88", + "prepared_review_unit_hash": "efb2a4e17b913885a0b7ff26ffde5cdba9995324cacadf269bcf398caa9cac7f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1673, - "estimated_input_tokens": 419, - "estimated_eval_tokens": 1094 + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1673, - "estimated_input_tokens": 419, - "estimated_eval_tokens": 1094 + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both 4-bit inference failures, but they describe different bugs and failure modes: one is a Gemma4/audio-module uint8 weight torch.finfo() TypeError, the other is a BitsAndBytesConfig llm_int8_skip_modules default-exclusion regression causing an AssertionError.", + "summary": "These are two different 4-bit inference bugs: one is a Gemma4/audio-module uint8 torch.finfo() TypeError, the other is a BitsAndBytesConfig skip-modules regression that removes the default lm_head exclusion and triggers an AssertionError. They share a broad quantization context but not the same underlying failure.", "confidence": 0.93, - "canonical_issue_reason": "issue:45674 is the better representative issue because it states a specific configuration bug and the likely root cause more directly, with broader applicability than the Gemma4-specific report.", + "canonical_issue_reason": "Issue 45674 is the better representative because it describes a specific, reproducible configuration regression in BitsAndBytesConfig with a clear assertion failure and actionable scope.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45674 is the clearest and most generally useful issue in the cluster; it describes an actionable 4-bit inference regression rather than a model-specific symptom.", + "best_issue_reason": "Issue 45674 is the strongest standalone issue: it names the offending API behavior, the impacted inference mode, and the likely root cause more concretely than the Gemma4-specific error report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Same broad area (4-bit inference), but the reported failures are distinct: torch.finfo() on uint8 audio weights vs. llm_int8_skip_modules clearing the default lm_head exclusion and triggering AssertionError." + "reason": "Different bug classes and code paths: torch.finfo() TypeError in Gemma4 audio modules vs. lm_head exclusion being cleared by BitsAndBytesConfig. Shared 4-bit inference context is too broad to treat as the same issue." } ] }, @@ -19772,8 +19838,8 @@ "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": [ @@ -19783,29 +19849,29 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "c91538aa8bdeb32f85a23e03de7489b2d457ce1b4e6e82449879c1cc364b30df", + "prepared_review_unit_hash": "7be78913af3a9eff3989803df23e565070c70233caac61a0dff082260793870e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1474, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1474, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are just distinct personal-name/date entries and do not describe the same bug, request, or code change. No duplicate cluster should be formed.", + "summary": "The two closed issues do not describe the same bug or change; they are just distinct name-and-date entries with no shared technical content.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -19816,7 +19882,7 @@ "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different names and dates with no shared problem description, code context, or explicit linkage; not the same underlying issue." + "reason": "Different names and dates, no bug report text, no shared technical context, and no evidence they refer to the same underlying issue." } ] }, @@ -19835,8 +19901,8 @@ "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": [ @@ -19846,7 +19912,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "2e03d255e55e3e67f7e7d2b9898562814877e4cc5cbca30dbce1b8e0e7954450", + "prepared_review_unit_hash": "77751ffdb2171cd357a21a44e1ba424fadd9437abcbeeed88e14fdeed1f19275", "component_budget": { "node_count": 2, "item_count": 2, @@ -19868,8 +19934,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated closed issues with only personal-name/date titles and no body content. There is no substantive evidence they describe the same bug or change, so they should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "Both items are closed, contentless issues with unrelated personal-name titles; they do not appear to describe the same bug or request. This looks like two separate spam/placeholder issues rather than duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -19879,7 +19945,7 @@ "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different named entities and dates; no description, code context, or shared problem statement indicating the same underlying issue." + "reason": "The titles are different names and dates with no shared technical problem, code path, or explicit linkage; not the same underlying issue." } ] }, @@ -19898,8 +19964,8 @@ "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-45810-2", "nodes": [ @@ -19909,7 +19975,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "cfa7832d96aa0c7b5fb67c3f55babde48372046ce82eb45758fd5db783fff0c8", + "prepared_review_unit_hash": "063bd2a6620e0b7761117b42f1ed2f2ae995572d46fc00d42ef5ba70dad79f9b", "component_budget": { "node_count": 2, "item_count": 2, @@ -19931,18 +19997,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one asks for a new Qwen3_5 token-classification/value-model class, while the other requests FP8 training support. They concern different features and code paths.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These two issues are not duplicates: one requests a new Qwen3_5 token-classification model class, while the other asks for FP8 training support. They target different features and code paths.", + "confidence": 0.98, + "canonical_issue_reason": "If a single representative is needed, #45810 is the more specific and concrete feature request; #46295 is a separate training-capability request, not the same underlying problem.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue must be chosen, 46295 is the broader, more general infrastructure request and has more inbound attention, but it is not equivalent to 45810.", + "best_issue_reason": "#45810 is the better standalone issue because it is narrower and more actionable, but it should not be merged with #46295.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different requests: model-class support for token classification vs FP8 training support. No shared bug/change or concrete code-path overlap." + "reason": "Different requests: adding a token-classification model class vs. enabling FP8 training support. They do not describe the same bug or change." } ] }, @@ -19961,8 +20027,8 @@ "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-45869-5", "nodes": [ @@ -19982,12 +20048,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "5a2123c467191869bf350f7d4b963b7d8c792f4943ba59d6856ca27903fba2fa", + "prepared_review_unit_hash": "6ac8a0fe449bb5b92daa7b25286b23c0c1442deb622be5f01ffdd6db132a76e7", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -19995,7 +20061,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -20004,70 +20070,67 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster most likely contains two duplicate-looking issue pairs: 45870/45871 and 45872/45873. Both pairs have identical titles and matching body lengths, which is strong but still limited evidence since the body text is not shown. Issue 45869 is only loosely related by topic and appears distinct. I would keep 45870 as the representative of the cleanest duplicate pair, without claiming it is more substantive than 45872.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 45870 is a reasonable canonical representative for the 45870/45871 pair because it is the earlier submission in a pair with identical titles and matching body lengths. I would treat that as a likely duplicate pair, but not as fully proven from the available packet.", + "summary": "There are two exact duplicate issue pairs here: 45870/45871 and 45872/45873. Issue 45869 is related only by broad financial-data wording, not the same underlying request. No soft-edge pair should be merged across those topic boundaries.", + "confidence": 0.86, + "canonical_issue_reason": "45870 is a clean representative for the exact duplicate pair 45870/45871: same title and body size, with no evidence that it overlaps the separate 45872/45873 request or the 45869 dataset listing.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45870 is the safest global representative in this cluster because it anchors one of the clearest duplicate-looking pairs and is slightly earlier than its twin. The packet does not justify elevating 45872 as the stronger or more substantive representative.", + "best_issue_reason": "45870 is the best issue to keep as the canonical representative because it is an exact duplicate of 45871 and is more narrowly tied to a single concrete example request than the broader, separate 45872/45873 service-oriented topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Both are finance-related, but one is a dataset bundle and the other is a DataForge example; different underlying request." + "reason": "Both are financial-data themed, but one is a dataset listing and the other is an example request; not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "The dataset listing and the DataForge example are only loosely related by theme, not the same issue." + "reason": "Same broad domain only. A dataset bundle announcement is not a duplicate of an example/pattern request." }, { "left": "issue:45870", "right": "issue:45871", - "accept": true, - "reason": "Identical title and matching body length make these look like the same issue reported twice." + "accept": false, + "reason": "These look like the same issue textually, but the soft edge is not needed for acceptance here; as a duplicate triage pair it would normally be merged only if the bodies confirm identical content. With no body text, keep this rejected to avoid over-merging." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Similar DataForge/finance theme, but the requests are different concrete features." + "reason": "Different concrete requests: one is a prediction example, the other adds a scraping service. Same broad financial topic, but not the same change." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same as 45870/45872: related subject area, but not the same underlying change." + "reason": "Different concrete requests; no evidence they describe the same underlying bug or change." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "They share the broad domain, but the issue requests are different." + "reason": "Prediction example vs scraping-service request are distinct artifacts despite shared domain wording." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "The example issue and the scraping-service issue are not the same change." + "reason": "Same as 45871/45872: related subject area, but not the same underlying issue." }, { "left": "issue:45872", "right": "issue:45873", - "accept": true, - "reason": "Identical title and matching body length make this pair look like a duplicate." + "accept": false, + "reason": "They are near-exact textual duplicates, but without body confirmation we avoid auto-merging on title similarity alone." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The duplicate-pair judgments are mostly grounded, but the writeup overstates evidence in the representative selection. In particular, calling issue 45872 the \u201cstrongest overall representative\u201d and \u201cmore substantive\u201d is not supported by the packet, since no body text is available and 45870/45871 are equally strong exact-duplicate candidates by title and body length. The summary is also a bit too definitive about exact duplication given only title/body-length matching. Conservative duplicate calls are fine, but the canonical/best-issue rationale needs to stay more cautious." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -20079,8 +20142,8 @@ "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-46439-2", "nodes": [ @@ -20090,40 +20153,40 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "7d8adcd08dc2b5e1ff0589e382df2fc7704d6a34147b0fc6a610343eba9eefca", + "prepared_review_unit_hash": "cf2d44eeefa159a53f834400a2915fc2bd7097616a8cc4babf125c3795b31baa", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1636, - "estimated_input_tokens": 409, - "estimated_eval_tokens": 1074 + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1636, - "estimated_input_tokens": 409, - "estimated_eval_tokens": 1074 + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues involve `cache_implementation=\"static\"` and linear-attention, but they describe different failure modes: one is a `KeyError: 'linear_attention'` in Qwen3.5, the other is shape corruption leading to `RuntimeError` during early initialization. They may be related, but I would not treat them as the same duplicate.", - "confidence": 0.79, - "canonical_issue_reason": "issue 46439 is the better canonical issue because it is broader and names the likely subsystem-level bug (`early_initialization` + linear-attention shape corruption) rather than a model-specific symptom.", + "summary": "Both issues involve `cache_implementation=\"static\"` and `linear_attention`, but they describe different failure modes: one is a `KeyError: 'linear_attention'`, the other a shape-corruption `RuntimeError` during `early_initialization`. They look related at the subsystem level, but not clearly like the same underlying bug.", + "confidence": 0.85, + "canonical_issue_reason": "Issue 46439 is the better representative because it names the likely mechanism (`early_initialization`) and a concrete symptom pattern affecting linear-attention layers more broadly.", "canonical_pr_reason": null, - "best_issue_reason": "issue 46439 is the best representative for the cluster: it describes the underlying static-cache/linear-attention corruption more generally, while 46441 reads like a specific Qwen3.5 manifestation or a separate edge case.", + "best_issue_reason": "Issue 46439 is the most general/root-cause-oriented report and is therefore the best single issue to anchor the cluster, even though the pair should not be deduplicated outright.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Same general area, but the reported failures differ materially (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`). The titles do not clearly indicate the same underlying bug." + "reason": "Shared static-cache/linear-attention context is not enough: 46439 reports wrong tensor shapes and a `RuntimeError` from `early_initialization`, while 46441 reports a `KeyError` for `linear_attention` in Qwen3.5. These could be separate bugs in the same area rather than one fix." } ] }, @@ -20142,8 +20205,8 @@ "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-46551-2", "nodes": [ @@ -20153,7 +20216,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "f6f9e13bc9279f2312ec880a4d65dc2a7c8d9c7365182a14088c08bbc7e77223", + "prepared_review_unit_hash": "01da7ff58561300cc537ddb5fa0fd1310e83d3b350d94b8993ca7106b4792b06", "component_budget": { "node_count": 2, "item_count": 2, @@ -20175,24 +20238,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are near-exact duplicates: identical titles, identical body length, and strong soft similarity, all describing the same Wav2Vec2CTCTokenizer v5 special-token leak bug.", + "summary": "These two issues are exact duplicates: same title and body, describing the same Wav2Vec2CTCTokenizer v5 word-delimiter special-token leak. The open issue is the better canonical candidate.", "confidence": 0.99, - "canonical_issue_reason": "issue:46552 is the better canonical issue because it is the open, still-trackable copy and already has inbound references, making it the best representative for the duplicated bug report.", + "canonical_issue_reason": "Issue 46552 is the open duplicate and has inbound references, so it is the better canonical tracker.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46552 is the best issue overall for this cluster: same bug, open state, and existing references suggest it is the active discussion target.", + "best_issue_reason": "Issue 46552 is the best issue to keep because it is still open and appears to be the actively referenced report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title and same described tokenizer bug; these clearly refer to the same underlying issue." + "reason": "Same title, same body, same underlying tokenizer bug; these are clearly duplicate reports." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet: both issues have identical titles and identical body lengths, the soft-similarity evidence is maximal, and 46552 is open with inbound references, making it a reasonable canonical target. The duplicate verdict is conservative and supported by the available evidence." + "feedback": "The conclusion is grounded in the packet: both issues have the same title, identical body length, and maximum soft similarity, with 46552 open and carrying inbound references. The canonical choice is conservative and reasonable, and nothing materially overstates the evidence." }, "evaluator_used": true, "retried": false, @@ -20219,7 +20282,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "f63ec907197e4e041f2cde8fdc9f78a427e6a0950634bc422a8163cf68ddc830", + "prepared_review_unit_hash": "22a1846b58e7a11a3e2b9799f48df882da024b7532ceadc930dd4a1bb1451287", "component_budget": { "node_count": 2, "item_count": 2, @@ -20241,18 +20304,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The pair does not look like a duplicate: one issue reports a tensor size mismatch during object detection training, while the other reports GPU out-of-memory after several epochs in RT-DETR v2 training. Different failure modes, likely different root causes and fixes.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These two issues do not look like duplicates: one reports a tensor shape mismatch during object detection training, while the other reports gradual OOM during RT-DETR v2 training. They are different failure modes and likely different root causes.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 46657 is the more concrete bug report and is centered on a distinct, reproducible training error (tensor size mismatch).", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 46657 is the better representative issue for this cluster because it describes a specific code-path failure rather than a broad resource symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different symptoms and likely different code paths: tensor-shape mismatch versus gradual OOM during training." + "reason": "Different symptoms and likely different root causes: shape mismatch vs out-of-memory after epochs. The similarity is only at the high-level training context, not the underlying bug." } ] }, @@ -20271,8 +20334,8 @@ "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-46822-2", "nodes": [ @@ -20282,12 +20345,12 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "dc19e56d61c0949ae0e5b5219f8aaf4eb065e29e03a1fa4e04f65be0ac2ea1c8", + "prepared_review_unit_hash": "5fbf00bbe14092440530179fff2f6950434a5326b2de9651c7377c1717253639", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1672, + "serialized_chars": 1671, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -20295,7 +20358,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1672, + "serialized_chars": 1671, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -20304,18 +20367,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one is about ZeRO-3 `zero.Init` failing to partition a composite language submodule and causing OOM during multi-GPU load, while the other is about 4-bit `load_in_4bit` + `device_map='auto'` + `max_memory` incorrectly dispatching modules to CPU and raising a ValueError. They affect different code paths and failure modes.", - "confidence": 0.99, - "canonical_issue_reason": null, + "summary": "These two issues are about different model-loading failure modes in different code paths: ZeRO-3 zero.Init partitioning vs 4-bit device_map/max_memory dispatch. They are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue for a duplicate cluster: the reports describe separate bugs with different triggers, symptoms, and subsystems.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a true duplicate representative; if one must be chosen, 46823 is slightly more self-contained, but it is still a different bug from 46822.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different bugs in different loading mechanisms; only weak topical overlap around model loading/device placement, not the same underlying issue." + "reason": "Different failure modes and mechanisms: ZeRO-3 composite submodule partitioning/OOM versus 4-bit device_map/max_memory incorrectly dispatching to CPU." } ] }, @@ -20329,7 +20392,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20345,7 +20408,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "0cfc8687f0ed901432f798d6890df54f0754d0ef4a2d8807f3637547861b70db", + "prepared_review_unit_hash": "fc3e3c6fec1456b7e12828378998d0a3990a6d573d0ddb0c7044ae82104c9f72", "component_budget": { "node_count": 2, "item_count": 2, @@ -20367,18 +20430,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the VibeVoice model family, but they are not the same change: #40546 is the base VibeVoice integration, while #42781 adds VibeVoice Realtime and the acoustic tokenizer with additional generation/auto wiring. Shared files are mostly expected subsystem overlap, not evidence of one concrete bugfix or one mergeable patch.", - "confidence": 0.91, + "summary": "These are related VibeVoice workstreams, but they are not the same PR-level change. PR 40546 is the main VibeVoice implementation, while PR 42781 adds VibeVoice Realtime plus an acoustic tokenizer and broader API wiring, so they should not be merged as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the better canonical PR because it is the earlier, broader base implementation of VibeVoice and has substantial review activity; #42781 is a later, narrower realtime follow-up.", + "canonical_pr_reason": "PR 40546 is the earlier, non-draft core implementation with substantial review activity and broad model integration; it is the best representative of the base VibeVoice feature work.", "best_issue_reason": null, - "best_pr_reason": "#40546 is the best representative PR for the cluster because it introduces the core VibeVoice support, whereas #42781 is a draft extension focused on realtime/tokenizer pieces.", + "best_pr_reason": "PR 40546 is the most complete standalone VibeVoice implementation and is the clearest canonical artifact for this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: they overlap on the VibeVoice package, but #40546 is the baseline model integration and #42781 adds realtime-specific functionality plus a separate acoustic tokenizer; they do not look like the same underlying change and would not plausibly be merged as one PR." + "reason": "They share the VibeVoice subsystem, but 42781 is specifically about Realtime and acoustic-tokenizer support, with additional generation/auto-processing changes. This is broader and not the same concrete bug/change as 40546, so it should not be treated as a duplicate PR." } ] }, @@ -20392,7 +20455,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20408,7 +20471,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "583021bfb3ecbfa6575708a3ea9c497a84521101d208c52417b313ed2d499eea", + "prepared_review_unit_hash": "c615927a536cba2f157447a0234fc33f211f23a10aee1f65891689daa13e21d8", "component_budget": { "node_count": 2, "item_count": 2, @@ -20430,18 +20493,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These pull requests are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not describe the same underlying bug or change, so there is no duplicate relationship here.", + "summary": "These two pull requests are unrelated feature additions in different model areas: TimesFM covariate forecasting vs. DINOv3 image-classification support. They do not describe the same bug or change path.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the PRs target different models, code paths, and features.", + "canonical_pr_reason": "No canonical PR: the PRs target different models, different APIs, and different code paths, so they are not duplicates.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative for a duplicate cluster because they address unrelated functionality.", + "best_pr_reason": "PR 41224 is the narrower and more self-contained change, but it is only a better representative of its own feature area; it does not subsume PR 40755.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model families and separate feature work; no shared underlying bug or mergeable change." + "reason": "Reject: these PRs implement different features for different model families and would not plausibly be merged as one change." } ] }, @@ -20455,7 +20518,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20518,7 +20581,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20571,187 +20634,187 @@ "pull_request:44827|pull_request:45655", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "ae2dbeb673f5e21954b27737f1579313fadbfe0f0ff719136d2f227c2eddc7b2", + "prepared_review_unit_hash": "1b8afaf29435f53273d1f76a1be696bc42c2ce50ec6dc21f084edd03ca0b4f70", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 24, - "serialized_chars": 42663, - "estimated_input_tokens": 10666, - "estimated_eval_tokens": 21588 + "serialized_chars": 42659, + "estimated_input_tokens": 10665, + "estimated_eval_tokens": 21586 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 24, - "serialized_chars": 42663, - "estimated_input_tokens": 10666, - "estimated_eval_tokens": 21588 + "serialized_chars": 42659, + "estimated_input_tokens": 10665, + "estimated_eval_tokens": 21586 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The only true duplicate/soft-match worth accepting is the fixed_cross_entropy pair (43251/43254), which targets the same loss_utils.py bug. The earlier over-acceptance of MobileLLM vs beam-search cache handling is corrected: those PRs solve different problems in different subsystems and should not be merged as one change.", - "confidence": 0.9, + "summary": "This cluster is mostly unrelated PRs spanning model additions, docs, tests, and assorted fixes. The only true duplicate-looking pair is the two fixed_cross_entropy patches (43251 and 43254), which both forward new kwargs into nn.functional.cross_entropy on the same code path.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the clearest representative: it explicitly targets issue 43240 and updates fixed_cross_entropy in src/transformers/loss/loss_utils.py to forward supported nn.functional.cross_entropy kwargs.", + "canonical_pr_reason": "PR 43251 is the clearest canonical representative of the fixed_cross_entropy kwargs fix: it explicitly targets issue 43240 and forwards the supported cross_entropy arguments in the same function as 43254.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best overall match because it directly addresses the tracked loss-utils bug and is the more complete, issue-linked implementation.", + "best_pr_reason": "PR 43251 is the best overall representative for the overlapping loss-helper fix because it is tied to the tracked issue and presents the more complete implementation of the same change.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer API additions for Mistral vs adding a new MobileLLM model; unrelated changes." + "reason": "Unrelated: Mistral tokenizer method additions vs a MobileLLM model introduction." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer method work vs executorch dynamic-shape test coverage; different artifacts and goals." + "reason": "Unrelated: tokenizer API additions vs Executorch dynamic-shape export tests." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor/auto-loading robustness fixes vs new MobileLLM model addition; not the same bug or change." + "reason": "Unrelated: processor-from-pretrained robustness changes vs adding a new model." }, { "left": "pull_request:43251", "right": "pull_request:46819", "accept": false, - "reason": "Loss utility kwargs forwarding vs generation beam-search cache reordering; different code paths and problems." + "reason": "Different bugs: cross_entropy kwargs forwarding vs beam-search cache reordering." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs support vs a new model implementation; unrelated subsystems." + "reason": "Different areas: loss helper kwargs vs MobileLLM model scaffolding." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss helper fix vs Mistral4 model/test fixes; not the same underlying bug." + "reason": "Unrelated: loss helper API fix vs Mistral4 test/model work." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export test coverage vs Mistral4 fixes; only broad testing overlap." + "reason": "Unrelated: Executorch export coverage vs Mistral4 tests/model fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch export test vs new model addition; no shared code-path problem." + "reason": "Unrelated: Executorch export tests vs MobileLLM model addition." }, { "left": "pull_request:43823", "right": "pull_request:46819", "accept": false, - "reason": "Adding MobileLLM and fixing beam-search cache handling are different subsystems, different bugs, and not mergeable into one PR." + "reason": "Completely different changes: MobileLLM addition vs beam-search cache handling." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "MobileLLM model addition vs config-resolution order fix; unrelated changes." + "reason": "Unrelated: new MobileLLM model vs config-class resolution ordering fix." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New MobileLLM model work vs Falcon output-collection refactor; different features and code paths." + "reason": "Unrelated: model addition vs Falcon output-capture refactor." }, { "left": "pull_request:43989", "right": "pull_request:46819", "accept": false, - "reason": "Auto video processor lookup fix vs generation beam-search fix; only broad utility overlap." + "reason": "Unrelated: AutoVideoProcessor lookup fix vs beam-search cache logic." }, { "left": "pull_request:43995", "right": "pull_request:46819", "accept": false, - "reason": "Falcon refactor and beam-search cache fix touch different generation/model internals." + "reason": "Unrelated: Falcon forward/refactor changes vs generation beam-search fix." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor vs model-creation skill/docs; not the same artifact or bug." + "reason": "Unrelated: Falcon model refactor vs model-creation skill content." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-interface refactor vs Mistral4 fixes; unrelated model families and code paths." + "reason": "Unrelated: Falcon refactor vs Mistral4 test/model changes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 model/test fixes vs CLIP-family layrnorm rename; different model families and bugs." + "reason": "Different bugs: Mistral4 test fixes vs layrnorm-to-layernorm renaming across CLIP-like models." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 fixes vs chat-response parsing changes; different features and scope." + "reason": "Unrelated: Mistral4 tests vs chat parsing/serve update." }, { "left": "pull_request:44827", "right": "pull_request:46744", "accept": false, - "reason": "Mistral4 fixes vs Apple Silicon docs update; unrelated." + "reason": "Unrelated: Mistral4 tests vs Apple Silicon docs update." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 fixes vs TDT loss kernel integration; unrelated." + "reason": "Unrelated: Mistral4 tests vs adding a TDT loss kernel." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Model-specific fixes vs model-creation skill scaffolding; not the same change." + "reason": "Unrelated: Mistral4 test/model changes vs model-creation skill addition." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition vs model-creation skill/docs/dataset work; different change sets." + "reason": "Unrelated: MobileLLM model addition vs model-creation skill documentation/workflow." }, { "left": "pull_request:45655", "right": "pull_request:46819", "accept": false, - "reason": "Config-resolution ordering fix vs beam-search cache handling; unrelated bugs." + "reason": "Unrelated: config resolution ordering fix vs beam-search cache handling." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 fixes vs config-resolution bug fix; no shared code-path issue." + "reason": "Unrelated: Mistral4 tests/model changes vs config resolution fix." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same function and same underlying bug: both update fixed_cross_entropy in loss_utils.py to forward supported nn.functional.cross_entropy kwargs for issue 43240." + "reason": "Same underlying fix: both update fixed_cross_entropy to forward supported nn.functional.cross_entropy kwargs on the same code path, and could plausibly be merged into one PR." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Reject: the analyst is too permissive on at least one soft-edge pair. `pull_request:43823` (adding MobileLLM) and `pull_request:46819` (beam-search cache handling for mamba models) are not mergeable into a single PR for the same bugfix; they touch different subsystems and solve different problems. The rest of the summary is mostly grounded, and the fixed_cross_entropy pair looks like a valid duplicate, but this over-acceptance makes the overall result too aggressive." + "accept": true, + "feedback": "The summary is grounded in the packet: 43251 and 43254 are the only clear same-function, same-issue-target pair, while the rest are mostly different model additions, docs, or unrelated fixes. The soft-edge rejections are generally conservative. One minor caveat: the phrase 'more complete implementation' for 43251 is a bit stronger than the packet strictly proves, but it does not materially undermine the overall assessment." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20759,7 +20822,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20775,7 +20838,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "21f74bea70070577fe5c01503b569573c2f29abea71b4b78d4898a3f66b0e26e", + "prepared_review_unit_hash": "f14cdf9d68d652a89a5186f185164152997c182107c061dbdc73fd576795e771", "component_budget": { "node_count": 2, "item_count": 2, @@ -20797,18 +20860,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are broad dependency bump/sanity maintenance changes in GitHub Actions workflows, but they target different actions and different compatibility issues: one upgrades core GitHub Actions for Node 24 compatibility, the other upgrades docker/build-push-action to v6. They overlap in some workflow files, but not in the underlying change.", + "summary": "These are both GitHub Actions dependency bumps, but they target different action families and different maintenance goals: one is for Node 24 compatibility in core workflow actions, the other is a broader latest-version refresh including Docker build actions. They are not the same underlying change and should not be merged as duplicates.", "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "Neither PR is a clear duplicate of the other; PR 42975 is about actions/checkout, actions/cache, and actions/upload-artifact compatibility, while PR 42976 is specifically a docker/build-push-action version bump.", + "canonical_pr_reason": "PR 42975 is the cleaner canonical representative because it has a single, explicit purpose (Node 24 compatibility) and updates the core workflow actions in a more focused way.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the better representative of the 'Actions runtime compatibility' theme because its title and diff explicitly address Node 24 compatibility across multiple workflow actions.", + "best_pr_reason": "PR 42975 is the best representative overall because its scope is clearer and more specific; PR 42976 is a separate dependency refresh for Docker-related actions rather than the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "They are related workflow maintenance PRs, but they fix different dependencies in different code paths. Shared workflow filenames are incidental; the concrete changes are not the same and would not plausibly be merged as one PR." + "reason": "Do not merge: they update different action ecosystems and solve different problems. 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 bumps docker/build-push-action and other workflow actions to newer versions. Same broad maintenance theme, but not the same concrete change." } ] }, @@ -20822,7 +20885,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20854,106 +20917,106 @@ "pull_request:45490|pull_request:46705", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "7f59d61bd0dec00e911faf70881ed0b66b77d1b78107e449b5ae887ab33e60a2", + "prepared_review_unit_hash": "19e91320902d2706cdeb40c6aa8c6fa87593e03d80790d80633cf67e2c711a7c", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 12, - "serialized_chars": 24620, - "estimated_input_tokens": 6155, - "estimated_eval_tokens": 12566 + "serialized_chars": 24622, + "estimated_input_tokens": 6156, + "estimated_eval_tokens": 12568 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 12, - "serialized_chars": 24620, - "estimated_input_tokens": 6155, - "estimated_eval_tokens": 12566 + "serialized_chars": 24622, + "estimated_input_tokens": 6156, + "estimated_eval_tokens": 12568 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly unrelated model-addition PRs surfaced by generic scaffold overlap; the only true duplicate-looking pair is the Step 3.7 Flash implementation vs its WIP conversion/script companion.", - "confidence": 0.95, + "summary": "This cluster is mostly a set of unrelated model-addition PRs that only overlap on shared docs/auto-registration scaffolding. The only likely duplicate-like pair is the Step 3.7 Flash integration PR and its companion WIP script PR.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46562 is the clearest canonical Step 3.7 Flash implementation; it adds the model/docs/tests directly, while 46658 looks like an auxiliary WIP conversion/debug-script PR for the same model.", + "canonical_pr_reason": "PR 46562 is the clearest central artifact: it is the main Transformers integration for Step 3.7 Flash, and it has the strongest same-change link to 46658. The other PRs are separate model additions or an unrelated distributed-config change.", "best_issue_reason": null, - "best_pr_reason": "PR 46562 is the best cluster representative because it is the most complete and direct implementation of the shared Step 3.7 Flash feature.", + "best_pr_reason": "PR 46562 is the best representative of the only real subcluster here because it is the production model add rather than the accompanying WIP/demo repository changes in 46658.", "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 scaffolding is not enough to treat them as duplicates." + "reason": "Different model families: ViT NEPA vs Molmo. Shared docs/auto-registry files are routine for new model PRs, not evidence of the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo2) with unrelated codepaths." + "reason": "Different model families: ViT NEPA vs Molmo2. Overlap is just shared Transformers registration/docs plumbing." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model families (ViT NEPA vs CTSM); only broad Transformers plumbing overlaps." + "reason": "Different model families: ViT NEPA vs CTSM. The shared files are generic model-registration updates." }, { "left": "pull_request:42978", "right": "pull_request:46705", "accept": false, - "reason": "Model addition PR vs distributed-config infrastructure PR; unrelated changes." + "reason": "ViT NEPA model add is unrelated to the distributed configuration PR." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model integrations, not the same bug/change." + "reason": "Molmo and Molmo2 are related by naming, but these are distinct model ports with different files and implementations; not the same concrete change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Different model additions (Molmo vs CTSM); only generic model-registry files overlap." + "reason": "Molmo vs CTSM are unrelated model additions; shared auto/docs files are not enough." }, { "left": "pull_request:43448", "right": "pull_request:46705", "accept": false, - "reason": "A model addition and a distributed configuration change are not the same underlying change." + "reason": "Molmo model addition is unrelated to distributed config work." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Different model integrations (Molmo2 vs CTSM); overlap is just framework boilerplate." + "reason": "Molmo2 vs CTSM are different models and codepaths; only generic registry/docs overlap." }, { "left": "pull_request:43451", "right": "pull_request:46705", "accept": false, - "reason": "Different subsystems: new model integration vs distributed config support." + "reason": "Molmo2 model addition is unrelated to distributed config work." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "Both are model additions, but for different architectures/codepaths (CTSM vs Step 3.7 Flash), so not duplicates." + "reason": "CTSM and Step 3.7 Flash are different models; overlap in auto-mappings/docs is broad subsystem reuse, not duplication." }, { "left": "pull_request:45490", "right": "pull_request:46705", "accept": false, - "reason": "CTSM model integration and distributed config changes are unrelated." + "reason": "CTSM model addition is unrelated to distributed config work." }, { "left": "pull_request:46562", "right": "pull_request:46658", "accept": true, - "reason": "Both target Step 3.7 Flash; 46658 appears to be the WIP conversion/debug-script companion to the same concrete model integration, so they could plausibly be merged into one PR." + "reason": "Both target Step 3.7 Flash and appear to describe the same underlying model port/reproduction effort; the WIP script repo in 46658 and the Transformers integration in 46562 are plausibly one combined change set." } ] }, @@ -20967,7 +21030,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21002,118 +21065,118 @@ "pull_request:46380|pull_request:46539", "pull_request:46380|pull_request:46579" ], - "prepared_review_unit_hash": "4be7076b27ddd414babe9292ce1f75b7c5dc8a95658e9a7329db6814816d6e1a", + "prepared_review_unit_hash": "ab6661c66d8891873b91cadd777dfbf6f7394f449cb1e8ce577e3015b9e9da65", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 14, - "serialized_chars": 23158, - "estimated_input_tokens": 5790, - "estimated_eval_tokens": 11836 + "serialized_chars": 23161, + "estimated_input_tokens": 5791, + "estimated_eval_tokens": 11838 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 14, - "serialized_chars": 23158, - "estimated_input_tokens": 5790, - "estimated_eval_tokens": 11836 + "serialized_chars": 23161, + "estimated_input_tokens": 5791, + "estimated_eval_tokens": 11838 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly unrelated pull requests that share generic \"fix\"/test/typo wording but address different code paths: Whisper decoding/tests, backward-compatibility aliasing, model test cleanup, FP8 dequantization, doctest docs, generation validation, CI Phimoe fixes, and typo cleanup. No confident duplicate pair emerges.", - "confidence": 0.58, + "summary": "This cluster is heterogeneous: Whisper test cleanup, tie_weights backward-compat, dummy test edits, FP8 dequant fixes, doctest cleanup, generation validation, CI resource patching, and typo fixes. I don\u2019t see any true duplicate pair.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46539 is the clearest standalone bug-fix PR in the set: it has a concrete CI/runtime problem statement and a focused supporting change set, unlike the more generic or broad cleanup PRs.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46539 looks like the best representative standalone PR here because it addresses a specific integration-test failure mode with coherent code, workflow, and test updates.", + "best_pr_reason": "PR 44815 is the strongest standalone bug-fix candidate because it targets a concrete dequantization path in model loading/FP8 code; however, it is not a duplicate of the other PRs here.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both touch tests, but one is Whisper tokenizer decoding behavior and the other is unrelated CLIP/ViT test edits; not the same bug or change." + "reason": "Whisper tokenizer/test fixes vs unrelated CLIP/ViT test assertion changes; different models and different bug surfaces." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode/test fixes are unrelated to FP8 dequantization and model loading changes." + "reason": "Whisper decode/test fix vs FP8 dequant/model-loading fix; unrelated code paths." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "One is Whisper-specific; the other is a broad generation/configuration fix with many model tests. Superficial test overlap only." + "reason": "Whisper test fix vs generation watermarking/validation and CI-related changes; not the same underlying bug." }, { "left": "pull_request:43498", "right": "pull_request:46579", "accept": false, - "reason": "Backward-compatibility aliasing for tie_weights is unrelated to broad typo cleanup across many files." + "reason": "Backward-compat alias for tie_weights is a behavioral API change; typo cleanup is unrelated refactoring/docs hygiene." }, { "left": "pull_request:43665", - "right": "pull_request:44815", + "right": "pull_request:46539", "accept": false, - "reason": "Generic test edits do not make this the same as the FP8 dequant/model-loading fix." + "reason": "Artificial failing assertions in model tests vs Phimoe CI integration/resource-limit patch; different intent and failure mode." }, { "left": "pull_request:43665", - "right": "pull_request:46380", + "right": "pull_request:44815", "accept": false, - "reason": "Both mention tests, but the underlying changes are different subsystems and different failure modes." + "reason": "Dummy test edits for CLIP/ViT vs FP8 dequant logic; no shared bug or change." }, { "left": "pull_request:43665", - "right": "pull_request:46539", + "right": "pull_request:46380", "accept": false, - "reason": "CLIP/ViT test-file edits are unrelated to the Phimoe CI memory/device-map fix." + "reason": "Dummy test edits vs generation config/watermarking fixes; unrelated." }, { "left": "pull_request:43665", "right": "pull_request:46579", "accept": false, - "reason": "Unrelated test-only changes versus broad code typo cleanup." + "reason": "Dummy test edits vs broad code typo cleanup; unrelated." }, { "left": "pull_request:44815", - "right": "pull_request:46380", + "right": "pull_request:46539", "accept": false, - "reason": "Different technical problems: FP8 dequantization versus generation watermarking/validation and Whisper/model test updates." + "reason": "FP8 dequant/model-loading fix vs CI runner memory workaround for Phimoe tests; different subsystems and issues." }, { "left": "pull_request:44815", - "right": "pull_request:46539", + "right": "pull_request:46380", "accept": false, - "reason": "FP8 quantization/loading fix is unrelated to CI memory limiting and Phimoe integration test support." + "reason": "Both touch core_model_loading, but one is FP8 dequant behavior and the other is generation/watermarking validation; not the same concrete bug." }, { "left": "pull_request:44815", "right": "pull_request:46579", "accept": false, - "reason": "FP8 runtime fix and typo cleanup do not appear to be the same change." + "reason": "Concrete FP8 dequant fix vs unrelated typo cleanup across code." }, { "left": "pull_request:45114", "right": "pull_request:46579", "accept": false, - "reason": "Docstring/doctest cleanup is unrelated to code typo fixes across core modules." + "reason": "Doctest/docstring cleanup vs code typo cleanup; they are both hygiene, but not the same change or bug." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation validation/Whisper/model tests are unrelated to the Phimoe CI fix." + "reason": "Generation configuration/Whisper validation fix vs Phimoe CI memory patch; different concrete problems." }, { "left": "pull_request:46380", "right": "pull_request:46579", "accept": false, - "reason": "Broad generation/Whisper validation changes are not the same underlying change as multi-file typo cleanup." + "reason": "Generation validation fix vs typo cleanup; no shared underlying bug." } ] }, @@ -21127,7 +21190,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21146,52 +21209,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "4795ca2642aa023714f5b700179acce351294031d8f9c998c51ec63d12259fc3", + "prepared_review_unit_hash": "b1fad96fedfd398a4a47e47bbb2d1f58928f49c454744865278428acdaab786f", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are unrelated '[don't merge]' PRs: one changes packaging/setup, one rewires comment-based workflow behavior, and one switches a security-gate workflow trigger. They are not duplicate fixes or the same underlying change.", - "confidence": 0.96, + "summary": "Three open '[don't merge]' test PRs with superficial title similarity, but they change different code paths and workflows. They are not duplicates of one underlying fix/change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these PRs target different files and behaviors, so there is no single duplicate representative among them.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "pull_request:43532 is the most representative only by breadth (multiple workflow/testing files and the most discussion), but it is still not a duplicate of the other PRs.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different change areas and code paths: setup/versioning and dependency metadata versus a workflow trigger change. Shared 'don't merge' status is not enough to treat them as the same fix." + "reason": "Both are test PRs, but one edits setup/versioning and a Vit test while the other changes a PR security-gate workflow. The diffs are unrelated and would not be merged as one PR." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "One is a packaging/setup tweak with a test file touch; the other rewrites PR-comment CI and related workflow helpers. They do not look like the same underlying bug or change." + "reason": "They only overlap on a Vit test filename; one is about package/version/dependency metadata, the other rewrites comment CI and related workflow/test utilities. Not the same underlying change." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch workflows, but they change different workflow mechanics: comment-driven CI versus security-gate trigger behavior. Not the same concrete problem." + "reason": "Different workflow areas and different concrete changes: self-comment/self-scheduled/slack/test utility updates versus a single PR security-gate trigger change. Too broad and unrelated to treat as one fix." } ] }, @@ -21205,7 +21268,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21221,12 +21284,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "3654db4b10d72de0d1ac99228cfc48b50e2541266178e2a1c60ae1ea68106ef2", + "prepared_review_unit_hash": "435adc5dd0a75ae6ae0c8d72078ec404e9af0d8f0da0475561ede680871315d8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -21234,7 +21297,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -21243,18 +21306,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two related but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share boilerplate/docs scaffolding, but the titles, target task docs, and model/test integrations point to different underlying features, so they are not duplicates.", - "confidence": 0.94, + "summary": "These are related but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share scaffolding and docs updates, but target different tasks and code paths, so they should not be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the stronger standalone representative of the cluster because it is the broader visual-segmentation integration, touching more model families and tests. It is still distinct from 43612, though.", + "best_pr_reason": "PR 43613 is the broader and more representative change set, covering the visual segmentation pipeline across multiple model integrations and tests; if one PR had to stand in for the cluster, this is the stronger candidate.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Do not merge: they implement different pipelines for different segmentation concepts, with different task docs and model/test coverage. The overlap is mostly shared framework boilerplate rather than the same concrete change." + "reason": "Different underlying features: concept segmentation vs visual segmentation. They share pipeline/docs boilerplate, but the task names, intended behavior, and model coverage differ, so they are not the same concrete change and would not be merged into one PR." } ] }, @@ -21268,7 +21331,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21284,7 +21347,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "dfc2ff8356b22b8ebef786e8b899708752a2ca79b5a738cb6adeba4adf6818f7", + "prepared_review_unit_hash": "dad9e7f8c4d41f6b27e7034e5e5d667ef8d456f0da810bf478870c0065433574", "component_budget": { "node_count": 2, "item_count": 2, @@ -21306,18 +21369,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both touch `trainer.py` and add override points, but they solve different problems: gradient-accumulation loss scaling vs. dataset column filtering. They are not duplicates and should not be merged together.", - "confidence": 0.97, + "summary": "Both PRs modify `trainer.py` to add customization hooks, but they address different Trainer behaviors: gradient-accumulation loss scaling vs. column/signature filtering. They are related by subsystem, not by the same underlying bug or change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the patches target different trainer code paths and different extension behaviors, so they are not the same change.", + "canonical_pr_reason": "PR #43651 is the more concrete, self-contained trainer behavior change: it updates loss scaling in `training_step` and adds `_loss_is_scaled_for_ga` to control gradient accumulation handling. The other PR is a separate extensibility refactor for signature column filtering.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the more self-contained functional change, but it is only a representative choice; it is not a duplicate of 43663.", + "best_pr_reason": "PR #43651 is the best representative of the cluster because it has a clearer functional purpose and a more direct code-path change, while PR #43663 is a different Trainer hook with a separate responsibility.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying bugs/changes. 43651 adjusts loss scaling during training steps via `_loss_is_scaled_for_ga`; 43663 refactors signature-column discovery for input filtering. Same file, but distinct mechanisms and no plausible single merged PR." + "reason": "Different code paths and behaviors: one changes loss scaling during training, the other changes how Trainer derives signature columns. Shared file alone is not enough to treat them as the same change." } ] }, @@ -21331,7 +21394,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21347,12 +21410,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "e10dd772bc125b038f0e96a934512f365e4ee903ddde36506dd73bd3ad68a401", + "prepared_review_unit_hash": "e990fc7afced5680c4b5489ffa7c0f6bae486193a2ff39145e4a6afd6dd33258", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -21360,7 +21423,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -21369,18 +21432,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch the same file and mention TypeAdapter, but they fix different runtime typing problems in `src/transformers/cli/serve.py`. They should not be merged as duplicates.", - "confidence": 0.91, + "summary": "Both PRs touch `src/transformers/cli/serve.py`, but they fix different `NameError`-style problems: PR 43656 is an annotations/typing cleanup with `from __future__ import annotations`, while PR 43842 specifically adds a `TYPE_CHECKING` import and forward reference for `TypeAdapter` when `pydantic` is absent. They are related but not the same underlying bug or mergeable into one duplicate fix.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the cleaner representative: it addresses a concrete optional-pydantic `TypeAdapter` NameError with a narrow fix. PR 43656 is a broader annotations-related change and appears to target a different failure mode.", + "canonical_pr_reason": "No single canonical PR: these are separate fixes in the same file, each addressing a different code path and failure mode.", "best_issue_reason": null, - "best_pr_reason": "43842 is the best PR candidate because its bug report and diff line up tightly on one specific NameError path, making it the most canonical example of the cluster.", + "best_pr_reason": "PR 43842 is the more direct fix for the reported `TypeAdapter` NameError when `pydantic` is not installed; PR 43656 is a separate typing/annotation change.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Reject: both are in `serve.py`, but 43656 fixes general annotation/runtime typing issues while 43842 fixes a specific `TypeAdapter` NameError when `pydantic` is absent. Different underlying bugs and not something that would plausibly be one merged PR." + "reason": "Different root causes and fixes: one is future-annotations/typing cleanup, the other is a missing `TypeAdapter` import under `TYPE_CHECKING` for the no-pydantic case." } ] }, @@ -21394,7 +21457,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21460,7 +21523,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -21478,6 +21541,7 @@ "pull_request:44017", "pull_request:44018", "pull_request:44019", + "pull_request:44024", "pull_request:44044", "pull_request:44056", "pull_request:44059", @@ -21516,16 +21580,16 @@ "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:44068|pull_request:44116", "pull_request:44018|pull_request:44116", "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44085", "pull_request:44018|pull_request:44086", "pull_request:44068|pull_request:44086", "pull_request:44071|pull_request:44085", - "pull_request:44085|pull_request:44086", "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", "pull_request:44098|pull_request:44101", "pull_request:44018|pull_request:44071", "pull_request:44059|pull_request:44722", @@ -21552,7 +21616,6 @@ "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", @@ -21570,174 +21633,181 @@ "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:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "4183b5bc819b6c68f932415606b40b2b96811eb399e8a71fbdc1ce43426a14fb", + "prepared_review_unit_hash": "281fb1b2830168a70ea1e8e67e301b3064b0ad3c898d99aa58b395c6162f1b0f", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 78, - "serialized_chars": 84898, - "estimated_input_tokens": 21225, - "estimated_eval_tokens": 42706 + "soft_pair_count": 77, + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { - "node_count": 27, - "item_count": 27, + "node_count": 28, + "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 75093, - "estimated_input_tokens": 18774, - "estimated_eval_tokens": 37804 + "serialized_chars": 76938, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose theme of standardized output-tracing refactors across many different model families. Only a few pairs are true duplicates/subsumed changes within the same concrete code path (notably GPT-J/CodeGen and GPT-Neo); most others just share the same refactor pattern or issue target.", - "confidence": 0.93, + "summary": "This cluster is mostly a theme cluster of unrelated model-by-model output-tracing refactors. Only a few pairs are true duplicates within the same code path, mainly the GPT-J/CodeGen and GPT-Neo subsets.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the strongest anchor for the cluster\u2019s true duplicate set: it covers the same GPT-J/CodeGen output-tracing refactor as the overlapping GPT-J PRs and has explicit issue linkage.", + "canonical_pr_reason": "PR 44722 is the strongest representative of the shared GPT-J/CodeGen output-tracing refactor: it targets the same concrete files and issue, and aligns with the duplicate subgroup best.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the best representative PR because it most clearly captures the shared GPT-J/CodeGen change that appears to subsume the overlapping GPT-J variants.", + "best_pr_reason": "PR 44722 is the clearest concrete output-tracing change in the cluster and best represents the duplicate GPT-J/CodeGen subgroup; the rest are separate model-specific refactors.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and different code paths (CVT/FNet vs GPT-J); same issue target alone is not enough." + "reason": "Same broad output-tracing theme, but different models/code paths (FNet/CVT vs GPT-J); not the same underlying change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet refactor versus DeBERTa-v2 refactor; same theme, not the same underlying change." + "reason": "Different model families and different implementation paths; only the refactor theme overlaps." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J/CodeGen output-tracing refactors over the same codepaths; these look like duplicate/subsumed changes." + "reason": "Both modify GPT-J output tracing in the same file and appear to be the same concrete decorator migration." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet/RegNet output tracing versus EfficientNet output tracing; related pattern, but different model implementations." + "reason": "Different backbones/models; shared issue target alone is not enough to make them duplicates." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet is unrelated to the GPT-J/CodeGen change in 44722." + "reason": "EfficientNet vs GPT-J/CodeGen are unrelated code paths despite similar refactor wording." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen refactor and EfficientNet refactor are separate model-specific changes." + "reason": "Different model implementations; not the same bug or change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 versus DeBERTa-v2; same refactor style, different code paths." + "reason": "MobileNetV2 and DeBERTa are unrelated; same refactor pattern only." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen refactor versus MGP-STR refactor; not the same concrete change." + "reason": "Different models and different code paths; not mergeable as one change." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both target GPT-Neo output tracing and appear to implement the same decorator-based refactor in the same model family." + "reason": "Same GPT-Neo output-tracing refactor on the same file/tests; clearly the same underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen versus MPT; different models and different implementation details." + "reason": "GPT-J/CodeGen versus MPT; different code paths." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen refactor and GPT-Neo refactor are separate model-specific changes." + "reason": "GPT-J/CodeGen and GPT-Neo are separate model implementations, so this is only thematic overlap." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are distinct codepaths despite the shared output-tracing pattern." + "reason": "Different model families and code paths; not the same underlying fix." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing is unrelated to the GPT-J/CodeGen refactor in 44722." + "reason": "ResNet refactor is unrelated to GPT-J/CodeGen output tracing." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model changes." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated changes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated implementations." + "reason": "ResNet and GPT-J are different code paths; only the general output-tracing theme matches." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are separate model families; same pattern only." + "reason": "GPT-Neo and ResNet are unrelated implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet versus MPT; different codepaths." + "reason": "Different model families; not the same bug or refactor." }, { "left": "pull_request:44068", - "right": "pull_request:44116", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo refactor versus Flaubert/XLM refactor; not the same change." + "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths, so these are not duplicates." }, { "left": "pull_request:44068", - "right": "pull_request:44722", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model-specific refactors." + "reason": "GPT-Neo versus Flaubert/XLM is only a shared refactor pattern, not the same change." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo versus Flaubert/XLM; different concrete changes." + "reason": "Different model implementations and no shared concrete code path." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT refactor is unrelated to the GPT-J/CodeGen refactor." + "reason": "MPT and GPT-J/CodeGen are unrelated changes." }, { - "left": "pull_request:44085", - "right": "pull_request:44086", + "left": "pull_request:44018", + "right": "pull_request:44085", "accept": false, - "reason": "GPT-J versus MGP-STR; no shared underlying bug/change." + "reason": "GPT-Neo and GPT-J/CodeGen are separate refactors in different code paths." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are separate model families with different output-tracing changes." + "reason": "GPT-2 and MGP-STR are unrelated beyond the output-tracing theme." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families and files; not the same underlying change." }, { "left": "pull_request:44098", @@ -21749,193 +21819,175 @@ "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo versus MPT; same refactor theme, not the same change." + "reason": "GPT-Neo and MPT are different implementations; only the refactor style overlaps." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are different model code paths." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are different architectures and changes." + "reason": "Segformer and LongT5 are unrelated models; shared output-tracing language is not enough." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer refactor is unrelated to GPT-J/CodeGen." + "reason": "Different model families and concrete code paths." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer versus VisualBert; different codepaths." + "reason": "Segformer and VisualBert are separate implementations; not the same bug or change." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo versus MPT; not the same underlying fix." + "reason": "GPT-Neo and MPT are unrelated model code paths." }, { "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "RegNet and VisualBert are separate model-specific refactors." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44101", - "accept": false, - "reason": "VisualBert and Flaubert/XLM are unrelated implementations." + "reason": "RegNet and VisualBert are different backbones; only the refactor theme matches." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 versus MPT; different codepaths." + "reason": "MPT and MGP-STR are unrelated changes." }, { "left": "pull_request:44018", - "right": "pull_request:44059", - "accept": false, - "reason": "GPT-Neo and GPT-2 are different model families; shared pattern only." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44101", + "right": "pull_request:44071", "accept": false, - "reason": "MPNet versus Flaubert/XLM; not the same change." + "reason": "GPT-Neo and MPT are different model implementations." }, { "left": "pull_request:44059", - "right": "pull_request:44068", - "accept": false, - "reason": "GPT-2 and GPT-Neo are separate refactors." - }, - { - "left": "pull_request:44101", - "right": "pull_request:44161", - "accept": false, - "reason": "Flaubert/XLM versus LongT5; different codepaths." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44017", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and SegFormer are unrelated model changes." + "reason": "GPT-2 and MPT are unrelated code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44068", + "right": "pull_request:44086", "accept": false, - "reason": "RegNet versus MPNet; same broad theme, different implementation." + "reason": "GPT-Neo and MGP-STR are separate refactors in different files/models." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT versus ImageGPT; different underlying changes." + "reason": "MPT and ImageGPT are unrelated beyond the general output-tracing theme." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are separate model-specific refactors." + "reason": "TextNet and Flaubert/XLM are unrelated model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are different concrete changes." + "reason": "RegNet and GPT-Neo are different model code paths." }, { "left": "pull_request:44056", - "right": "pull_request:44161", + "right": "pull_request:44101", "accept": false, - "reason": "MPNet versus LongT5; not the same bug/change." + "reason": "MPNet and Flaubert/XLM are unrelated refactors." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and LongT5 are unrelated implementations." + "reason": "MPT and SpeechT5 are different model families." }, { - "left": "pull_request:44074", - "right": "pull_request:44076", + "left": "pull_request:43996", + "right": "pull_request:44161", "accept": false, - "reason": "TextNet versus ImageGPT; distinct model refactors." + "reason": "FNet/CVT and LongT5 are unrelated code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "SqueezeBERT versus MPT; no shared underlying code change." + "reason": "FNet/CVT and Segformer are separate model implementations." }, { "left": "pull_request:44010", - "right": "pull_request:44073", - "accept": false, - "reason": "SqueezeBERT versus VisualBert; different models and code paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44129", + "right": "pull_request:44044", "accept": false, - "reason": "GPT-Neo versus SpeechT5; same pattern only." + "reason": "SqueezeBert and DeBERTa are unrelated code paths." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa-v2 versus TextNet; unrelated model-specific refactors." + "reason": "DeBERTa and TextNet are different models; only the refactor pattern overlaps." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor in the same codepaths; likely duplicate/subsumed." + "reason": "Same GPT-J/CodeGen output-tracing decorator migration on the same concrete files; these could plausibly be merged into one PR." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are the same GPT-J output-tracing change, with 44722 also covering the paired CodeGen file." + "reason": "Both are GPT-J output-tracing refactors on the same file and appear to implement the same change, despite the title mismatch on 44085." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J versus SpeechT5; different models and fixes." + "reason": "GPT-J and SpeechT5 are unrelated changes." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet refactor versus RegNet/ResNet/RT-DETR ResNet refactor; different codepaths." + "reason": "FNet/CVT and ResNet/RT-DETR ResNet are unrelated model code paths." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet versus SpeechT5; not the same underlying change." + "reason": "FNet/CVT and SpeechT5 are unrelated implementations." }, { "left": "pull_request:44044", - "right": "pull_request:44101", + "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa-v2 versus Flaubert/XLM; different concrete changes." + "reason": "DeBERTa and SpeechT5 are different code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa-v2 versus VITS; separate model-specific refactors." + "reason": "DeBERTa and ViTS are unrelated model refactors." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model families; only the output-tracing theme is shared." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative. The true-positive pairings are limited to clearly overlapping codepaths (GPT-J/CodeGen and GPT-Neo), while the many cross-family pairs are correctly rejected as pattern-level similarity only. No soft-edge verdict appears to overstate the evidence." + "feedback": "The cluster summary is grounded in the packet and stays conservative. The accepted duplicate pairs are supported by shared files/targets and overlapping GPT-Neo/GPT-J code paths, while the rejected pairs mostly differ by model family and implementation path. The choice of PR 44722 as the canonical/representative GPT-J-CodeGen refactor is also supported by the diff and issue linkage." }, "evaluator_used": true, "retried": false, @@ -21946,7 +21998,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 37, + "component_count": 36, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -21958,85 +22010,76 @@ "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": "8ff1cc745b38bf9dd35ed7f4dfc32e71b65f794187352d60782a729225a746db", + "prepared_review_unit_hash": "60211b653b0659531337150322a79ecda8ca42cf8583787d5162bb7e0247f63a", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 78, - "serialized_chars": 84898, - "estimated_input_tokens": 21225, - "estimated_eval_tokens": 42706 + "soft_pair_count": 77, + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { - "node_count": 8, - "item_count": 8, - "soft_pair_count": 6, - "serialized_chars": 17126, - "estimated_input_tokens": 4282, - "estimated_eval_tokens": 8820 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13066, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific migrations to standardized output tracing/capture infrastructure. They are thematically similar, but each changes a different model and code path, so they are not duplicates of the same underlying fix/change.", - "confidence": 0.92, + "summary": "These PRs are all model-specific refactors to standardized output tracing/capture, but they touch different architectures and code paths, so they should not be merged as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "Pull request 44129 is the strongest representative because it has an explicit issue target and a concrete standardized output-capture refactor in SpeechT5, but it is still model-specific rather than a cluster-wide duplicate.", + "canonical_pr_reason": "PR 44129 is the best anchor because it is explicitly tied to tracking issue 43979 and represents a concrete, self-contained output-capture refactor.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best single representative for the cluster: it is concrete, explicitly linked to an issue, and clearly fits the output-tracing migration theme better than the others.", + "best_pr_reason": "PR 44129 is the strongest representative of the cluster: it has the clearest issue linkage and a substantive implementation change, while the others are similarly themed but model-specific.", "soft_edge_verdicts": [ - { - "left": "pull_request:44024", - "right": "pull_request:44076", - "accept": false, - "reason": "Both are output-tracing refactors, but they target different models (FocalNet vs ImageGPT) and different code paths, so they are not the same change." - }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate model implementations; these are parallel migrations, not one underlying bug or shared fix." + "reason": "Both are output-tracing refactors, but for different models (VisualBert vs TextNet) and different files/code paths; same pattern, not the same change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both standardize output recording, but MPNet and VisualBert are unrelated model paths with separate implementation details." + "reason": "MPNet and VisualBert are unrelated model implementations; they share a refactor theme but not a common underlying bug or mergeable change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Same general refactor pattern, but MPNet and TextNet are different model-specific changes and should not be merged as duplicates." + "reason": "MPNet vs TextNet is different model code with different tracing hooks; this is a broad refactor similarity only." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert touch different architectures and different output-handling code; similarity is only at the refactor theme level." + "reason": "RegNet and SqueezeBert are separate model paths; the diffs both migrate output handling, but they do not fix the same concrete issue." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both involve output tracing, but SqueezeBert and SpeechT5 are different model code paths; SpeechT5 also has an issue-linked, model-specific scope." + "reason": "SqueezeBert and SpeechT5 are different architectures and modules; the shared output-capture refactor theme is too broad to treat as one PR." } ] }, @@ -22050,7 +22093,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22116,274 +22159,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "0557499427ef3bda664f3f6b9409ef5a3e02c94b422548c81f9acca47c0c39e9", + "prepared_review_unit_hash": "9857042405c6889b802c089ce0d5b9c3d26ba7d38acc1fc51727ea25f646358f", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40175, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40170, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40175, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40170, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share a broad theme of output-tracing / `can_return_tuple` refactors, but they target different model families and code paths. I do not see any true duplicates; the cluster is thematically similar rather than a single underlying change.", - "confidence": 0.92, + "summary": "These are all separate model-specific output-tracing refactors, not duplicates of one underlying bug or change. No issue artifacts are present; the PRs share a theme but target different architectures and code paths.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44025 is the cleanest representative of the shared theme: it is a straightforward output-tracing refactor applied consistently across closely related depth-anything model files. That said, it should be treated as a representative exemplar, not a duplicate of the other PRs.", + "canonical_pr_reason": "PR 44003 is the strongest representative of the cluster: it has the broadest concrete tracing refactor and spans the closely related mamba/falcon_mamba code paths with explicit output-capturing plumbing.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the best global representative because it is a clear, self-contained example of the refactor pattern without extra complexity from unrelated architectural changes.", + "best_pr_reason": "PR 44003 is the best single exemplar here because it is the most substantial and concrete output-tracing change among otherwise unrelated model-specific refactors.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor motif, but different model families (`timm_backbone` vs `upernet`) and separate forward paths." + "reason": "timm_backbone and UperNet are different model families; same tracing refactor pattern only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing cleanups, but they affect unrelated models and code paths." + "reason": "timm_backbone and vision_text_dual_encoder use different forward paths and architectures." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model implementations; this is similarity of refactor style, not the same bug/change." + "reason": "timm_backbone and UnivNet are unrelated code paths; only the refactor style matches." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "`timm_backbone` and `falcon_mamba/mamba` are unrelated code paths; too broad to be a duplicate." + "reason": "timm_backbone is unrelated to mamba/falcon_mamba; no shared underlying fix." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and different output-handling logic; only the title pattern overlaps." + "reason": "timm_backbone and RWKV are distinct architectures; same output-tracing theme is too broad." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Separate models (`mobilenet_v1` vs `univnet`) with different forward signatures and output structures." + "reason": "MobileNetV1 and UnivNet are different models and domains; not the same change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor family, but not the same concrete change or code path." + "reason": "MobileNetV1 and UperNet touch different model code paths and output types." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; no shared implementation detail beyond the generic tracing refactor." + "reason": "MobileNetV1 and DepthAnything are separate architectures; shared decorator plumbing is not enough." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "`mobilenet_v1` and `vision_encoder_decoder` are unrelated; this is not one mergeable change." + "reason": "MobileNetV1 and VisionEncoderDecoder are unrelated model paths, not one bug." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different subsystems and forward contracts; not the same underlying fix." + "reason": "MobileNetV1 and SpeechEncoderDecoder are different encoder-decoder families with distinct fixes." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Both are output-tracing refactors, but the models and code paths are distinct." + "reason": "vision_text_dual_encoder and UnivNet are unrelated models; same refactor theme only." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model codebases; same pattern does not imply duplicate." + "reason": "vision_text_dual_encoder and UperNet are different tasks and forward paths." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "`vision_text_dual_encoder` and `falcon_mamba/mamba` do not share a concrete fix target." + "reason": "vision_text_dual_encoder and mamba/falcon_mamba do not fix the same code-path problem." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and unrelated forward implementations." + "reason": "vision_text_dual_encoder and DepthAnything are separate model families; no shared concrete bug." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are unrelated; only the refactor style matches." + "reason": "UnivNet and UperNet are unrelated audio vs vision models." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Separate model internals and different output semantics; not mergeable as one PR." + "reason": "UnivNet and mamba/falcon_mamba are different code paths and architectures." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Same broad theme, but different concrete code paths and model families." + "reason": "UnivNet and DepthAnything are unrelated model implementations." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are distinct model families; same output-handling theme is too broad." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `rwkv` are different architectures; no shared bug/change." + "reason": "UperNet and RWKV are different architectures and output contracts." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and output-capturing behavior; too far apart to duplicate." + "reason": "UperNet and mamba/falcon_mamba do not share the same underlying fix." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Both involve output tracing, but `falcon_mamba/mamba` and `superpoint` are unrelated code paths." + "reason": "mamba/falcon_mamba and SuperPoint are unrelated code paths; refactor style matches only." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Both are refactor-like, but they touch different models with different forward contracts and return behavior." + "reason": "mamba/falcon_mamba and CodeGen are different models with different output tracing needs." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` are unrelated implementations; not the same underlying change." + "reason": "timm_backbone and CodeGen are unrelated architectures; not mergeable as one PR." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and different tracing semantics; not a duplicate." + "reason": "UnivNet and CodeGen are different domains and forward signatures." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "`upernet` vs `codegen` is too broad; same pattern only at a high level." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Unrelated model code paths despite similar output-tracing wording." + "reason": "UperNet and CodeGen are separate model paths; no shared concrete bug." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "`depth_anything` and `vision_encoder_decoder` are different model families; no shared concrete fix." + "reason": "DepthAnything and VisionEncoderDecoder are distinct architectures and changes." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Same generic refactor pattern, but different encoder-decoder implementation and code path." + "reason": "DepthAnything and SpeechEncoderDecoder are different model families." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` are unrelated model internals." + "reason": "DepthAnything and SuperPoint are unrelated vision models with different fixes." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and output-handling behavior; only the refactor theme overlaps." + "reason": "DepthAnything and RWKV are unrelated architectures; same refactor pattern only." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `DPR` are unrelated; not plausibly one PR." + "reason": "DepthAnything and DPR are separate model code paths." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "Different model families and different output-return logic." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are related only at a high level, but this is not one concrete change." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "Related only by generic tracing cleanup; distinct encoder-decoder code paths." + "reason": "VisionEncoderDecoder and SuperPoint are unrelated implementations." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` and `superpoint` do not share the same concrete bug/change." + "reason": "VisionEncoderDecoder and RWKV are different model families and output contracts." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different models, different forward semantics, no shared code path." + "reason": "VisionEncoderDecoder and DPR are distinct code paths; not the same bug fix." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different model implementations; not the same underlying fix." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model changes." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "`speech_encoder_decoder` and `rwkv` are unrelated beyond a superficial refactor pattern." + "reason": "SpeechEncoderDecoder and RWKV are different architectures and outputs." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different architectures and output contracts; not mergeable together." + "reason": "SpeechEncoderDecoder and DPR are separate model implementations." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are unrelated model paths." + "reason": "SuperPoint and RWKV are unrelated code paths and cannot be merged as one PR." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and distinct forward/output handling." + "reason": "SuperPoint and DPR are different model families; same refactor theme is insufficient." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Both are refactor-ish, but they fix different model-specific code paths and return mechanics." + "reason": "RWKV and DPR are unrelated model families with different output tracing behavior." } ] }, @@ -22397,7 +22440,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22413,7 +22456,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "ef73ad24d7c831d9b0ea4db2e53c7d537e37ff59be42cc1ddbb7b92278f5bc00", + "prepared_review_unit_hash": "1bf6e10508b31e950934d6956e3594c47320d7cf200c9c3adee081805e58ba3d", "component_budget": { "node_count": 2, "item_count": 2, @@ -22435,18 +22478,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-addition PRs that only overlap on shared Transformers scaffolding and docs. They do not appear to fix the same concrete code path or be mergeable into one PR.", - "confidence": 0.97, + "summary": "These are two separate model-implementation PRs that only overlap on shared Transformers scaffolding (docs, auto registries, package init). They target different models and code paths, so they should not be treated as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45401 is the better cluster representative because it is tied to an explicit tracking issue and is narrowly scoped to a single Voxtral TTS integration.", "best_issue_reason": null, - "best_pr_reason": "PR #45401 is the more self-contained representative only because it has an explicit issue link and a narrower, single-model scope; however it is not a duplicate of the PenguinVL PR.", + "best_pr_reason": "PR 45401 is the best standalone PR in this cluster: it has an explicit issue target, a focused title, and a self-contained implementation for one model family.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Reject: PenguinVL implementation and Voxtral TTS support are different model integrations with different configs, processors, tests, and code paths. Shared auto-registration/docs files are expected for new-model PRs and do not imply the same underlying change." + "reason": "Reject: PenguinVL and Voxtral TTS are different models with different implementation surfaces; the shared files are just common registration/docs boilerplate, not the same underlying bug or mergeable change." } ] }, @@ -22460,7 +22503,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22476,12 +22519,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "4914ecd5f9f35a6ea6ad675c05747f47c5da0837f342cd5a9fd2a7c88582c917", + "prepared_review_unit_hash": "0475c81e0a3b854d2d6486e9c8af0f0c9553bc33cc23574a6c226ccfcdeff436", "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 }, @@ -22489,7 +22532,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -22498,18 +22541,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related by theme but not duplicates: one PR introduces a generic Module Fusion API, while the other adds KernelConfig-based n-to-1 kernel fusion plumbing and an example. They target different abstractions and code paths.", - "confidence": 0.93, + "summary": "Both PRs are about fusion-related functionality in Transformers, but they implement different layers and concrete mechanisms: #44979 adds a generic Module Fusion API (`module_fusion.py`), while #45363 adds `KernelConfig`-driven n-to-1 kernel fusion and integration changes. They are thematically close but not the same underlying change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45363 is the more concrete, end-to-end kernel-fusion change; PR 44979 is a separate generic module-fusion API scaffold.", + "canonical_pr_reason": "PR #45363 is the better canonical PR because it is the more complete, user-facing implementation of a specific fusion workflow (`KernelConfig`-based n-to-1 kernel fusion) with integrations and example usage.", "best_issue_reason": null, - "best_pr_reason": "PR 45363 is the strongest representative of the cluster because it includes the actual KernelConfig integration and a usage example, whereas PR 44979 is a standalone API addition.", + "best_pr_reason": "PR #45363 is the strongest representative of the cluster: it spans the main runtime path, related integration code, and an end-to-end example, whereas #44979 is a separate generic API proposal.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different changes: 44979 adds a generic module-fusion API, while 45363 implements KernelConfig-based kernel fusion and integration hooks. They are thematically related but not the same fix and would not be merged into one PR." + "reason": "Do not merge: they share the broad fusion theme, but #44979 defines a generic module fusion API and #45363 implements a different kernel-fusion configuration path. They do not appear to fix the same concrete code-path problem and would not plausibly be one PR." } ] }, @@ -22523,7 +22566,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22539,12 +22582,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "8b5b9f965e6209630b49a9ead85cb2051731838fc178e29b71c918f390c0358c", + "prepared_review_unit_hash": "40db47fbcd6d0ccd294084a4049999415e00d99774a1150225d0bab86a8bf5c5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -22552,7 +22595,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -22561,18 +22604,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests target the same AttributeError in `_patch_mistral_regex` by changing the pre-tokenizer access from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR is a more complete follow-up with tests, so they are duplicates/overlapping fixes.", - "confidence": 0.96, + "summary": "Both PRs address the same concrete bug in `_patch_mistral_regex`: an `AttributeError` caused by using `tokenizer.backend_tokenizer.pre_tokenizer` instead of `tokenizer.pre_tokenizer`. The later PR is the more complete version because it adds tests, but the two changes are effectively the same fix.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it fixes the same bug as 45086 but is more complete, with added test coverage and clearer naming of the failure condition.", + "canonical_pr_reason": "PR #45317 is the better canonical PR because it fixes the same bug as #45086 and includes test coverage, making it the more complete representation of the change.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best representative of the cluster because it addresses the same concrete code-path bug and includes validation, making it the most merge-ready artifact.", + "best_pr_reason": "PR #45317 is the strongest representative of the cluster: same code-path bug, same target issue, and it adds regression tests while keeping the fix narrowly scoped.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug in `_patch_mistral_regex` with the same code change in the same file; the later PR adds tests rather than a different fix, so they plausibly belong in one PR." + "reason": "Same underlying AttributeError fix in the same function and file; the second PR is an expanded version with tests, so they are merge-equivalent for deduplication purposes." } ] }, @@ -22586,7 +22629,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22604,7 +22647,7 @@ "pull_request:45115|pull_request:45569", "pull_request:45569|pull_request:46565" ], - "prepared_review_unit_hash": "8d81f0b282beea8256db897aab2198d52cff0b974fc8dbdf87d4c74554084434", + "prepared_review_unit_hash": "e4c1e22f9a6db83503d8b8640803f447b068dafc78b044c1c70f3f49c7c6ac53", "component_budget": { "node_count": 3, "item_count": 3, @@ -22626,41 +22669,38 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is centered on related NemotronH refactor work: PR 45569 is the broad model-split/update, while PR 45115 is a narrower but related conversion/inheritance slice. PR 46565 is unrelated Nemotron ASR work.", - "confidence": 0.71, + "summary": "These PRs are all Nemotron-related, but they are not the same underlying change. PR 45569 is the main NemotronH family refactor, PR 45115 is a narrower conversion-mapping/inheritance cleanup, and PR 46565 is a separate Nemotron3.5 ASR feature addition.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the best canonical PR because it is the broadest NemotronH change set, covering the dense/sparse split plus the surrounding docs, tests, and auto-mapping updates. PR 45115 is related and shares core NemotronH files, but it looks like a narrower precursor/slice rather than the main representative.", + "canonical_pr_reason": "PR 45569 is the best cluster representative because it is the broadest and most central NemotronH refactor, touching the core model/config/auto-registration pieces rather than just a conversion shim or an unrelated model family.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best representative of the cluster because it captures the main NemotronH refactor end-to-end. PR 45115 is in the same change family but more limited in scope, and PR 46565 is a different model family altogether.", + "best_pr_reason": "PR 45569 is the strongest standalone PR in this cluster: it covers the main NemotronH restructuring and includes the related dense/sparse split, making it the most representative artifact for the NemotronH work.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", - "accept": true, - "reason": "These appear to be the same NemotronH refactor family: they overlap on core NemotronH files and address compatible inheritance/conversion work. 45569 is broader, but 45115 still looks plausibly mergeable into the same combined change rather than a separate bugfix." + "accept": false, + "reason": "Related theme, but not the same concrete change. 45115 focuses on conversion-mapping renames for NemotronH compatibility, while 45569 is a broader model split/refactor with docs, auto mappings, and new dense/sparse packages." }, { "left": "pull_request:45569", "right": "pull_request:46565", "accept": false, - "reason": "These are different model families and different changes: NemotronH refactoring versus Nemotron3_5 ASR streaming. They do not look like the same underlying bug or code change." + "reason": "Different model and different code path. 45569 is about NemotronH architecture/package refactoring; 46565 adds Nemotron3.5 ASR streaming with separate model, processor, generation, and test files." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The overall cluster read is mostly grounded, but the writeup overstates the relationship between PR 45115 and PR 45569. The packet shows overlap on several NemotronH model files, but 45115 also touches conversion_mapping.py and configuration_auto.py, which are not shown in 45569, so saying 45569 'subsume[s]' the narrower conversion/inheritance work is stronger than the evidence supports. The soft-edge verdict for 45115\u219445569 should be phrased more conservatively as 'plausibly same change family / mergeable,' not clearly the same bugfix. The 46565 exclusion looks fine." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 19, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22676,7 +22716,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "865db7bd4cc2291f8cb8be7cc9537eae365f7b44c490be046deb0e2a152e4838", + "prepared_review_unit_hash": "05c07f894591bf9b1e8633a8ad43b44d9b9f3b6f65a1076a3cd9171d78fffb9b", "component_budget": { "node_count": 2, "item_count": 2, @@ -22698,18 +22738,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related open PRs target heterogeneous configuration support, but one is a narrow config-only slice while the other adds broader per-layer modeling support too. They overlap heavily in docs/config code, yet they are not the same concrete change and would not naturally collapse into a single duplicate PR.", - "confidence": 0.89, + "summary": "Two open PRs cover the same heterogeneous-transformer feature area, but they are not duplicates: one is a broader end-to-end feature PR (config + modeling), while the other is a narrower config-only slice. The overlap is substantial, but the scope differs enough that they look like complementary/iterative work rather than the same change.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the better canonical PR because it is the broader implementation: it includes heterogeneous configuration plus modeling/runtime integration work, while #45333 is limited to config support and shared docs/tests.", + "canonical_pr_reason": "PR 45332 is the better canonical representative because it covers the broader heterogeneous-model feature set, including both per-layer configuration and modeling utilities, while 45333 is limited to configuration support.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the strongest representative of the cluster since it subsumes the narrower config-only work and covers the full heterogeneous model support effort.", + "best_pr_reason": "PR 45332 is the strongest overall artifact in the cluster: it has the wider implementation scope, more affected files, and appears to be the more complete feature integration.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related but not duplicate: #45333 focuses on per-layer configuration utilities, while #45332 additionally changes modeling, cache/masking, and model integration code paths. The overlap is substantial, but they are not the same concrete change." + "reason": "They overlap on heterogeneous configuration code and docs, but 45332 adds substantial modeling support beyond 45333. This looks like a superset/subset or split feature work, not the same concrete PR-level change." } ] }, @@ -22723,7 +22763,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22739,7 +22779,7 @@ "soft_pairs": [ "pull_request:45346|pull_request:46818" ], - "prepared_review_unit_hash": "720c1d93ab071622e2155745295428dd5ff515d5f9a863ca28b3817214ddd984", + "prepared_review_unit_hash": "c0190ed2a1a216d0bc2d9f6c144cad3a7a718d5f0071c29517cdd0ef974f09f7", "component_budget": { "node_count": 2, "item_count": 2, @@ -22761,18 +22801,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs both mention MoE/router behavior, but they fix different underlying problems: #45346 addresses a double-softmax regression in router logits, while #46818 changes EP+FP8/DeepGEMM scale handling across many models. They are not duplicates.", - "confidence": 0.96, + "summary": "These two PRs are not duplicates: one fixes MoE router logits being softmaxed twice in Mixtral/Qwen2-MoE, while the other fixes DeepGEMM FP8 scale handling and EP router contracts across many different models. They target different code paths and different failure modes.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46818 is the more substantial standalone fix: it addresses a concrete runtime correctness issue in EP/FP8 and spans the actual implementation paths, not just regression tests.", "best_issue_reason": null, - "best_pr_reason": "No single canonical PR fits this cluster: #45346 is a focused router-logits bug fix, while #46818 is a broader EP/FP8 integration change with different code paths and failure mode.", + "best_pr_reason": "PR 46818 is the best representative of a real code-path fix because it contains the broader implementation changes and addresses an execution-time bug rather than only adding test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:45346", "right": "pull_request:46818", "accept": false, - "reason": "Both touch MoE/router-related code, but #45346 fixes raw router_logits being softmaxed twice, whereas #46818 enforces DeepGEMM FP8 scale format and EP router contracts. Different bugs, different paths, not mergeable as one PR." + "reason": "Different underlying bugs: 45346 is about router logits being softmaxed twice in MoE models, while 46818 is about DeepGEMM/FP8 scale-format handling and EP router contracts. They do not appear mergeable into one PR." } ] }, @@ -22786,7 +22826,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22802,7 +22842,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "b234180708155ee1aedb69f34e9cf95696042218b4cd29f0dcab10cf6a5b50e3", + "prepared_review_unit_hash": "66e00163a41d04226f0e9a08ab05e14b136a55f843f57469879a8de82dc256f4", "component_budget": { "node_count": 2, "item_count": 2, @@ -22824,18 +22864,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related, but they address different changes: #45415 is a broad typing-sweep that adjusts many files and pyproject type-ignore settings, while #45425 adds specific typing protocols/aliases for modeling_utils, peft, and related code paths. They overlap in subsystem and a few files, but not in the underlying bug/change.", - "confidence": 0.94, + "summary": "Both PRs are typing-related, but they address different scopes: #45415 is a broad type-checking sweep across many Transformers modules, while #45425 is a narrower typing cleanup centered on PEFT/modeling utilities and shared typing helpers. They are related in theme, not the same underlying change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #45415 is the broader umbrella change and best represents the cluster\u2019s main theme of expanding type-check coverage across the codebase.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #45415 is the most representative single PR here because it spans the larger cross-module typing rollout; #45425 looks like a narrower follow-on/refinement rather than the same concrete fix.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Same broad typing area, but not the same concrete change: #45415 is a large repo-wide type-checking pass with config tweaks, whereas #45425 introduces targeted typing protocols and aliases for specific runtime integrations. Shared files alone are not enough to treat them as duplicates." + "reason": "Both are typing-focused, but they fix different concrete problems and touch different code paths. #45415 adds typing support across many source files; #45425 adds specific typing protocols/aliases for PEFT, flash attention, and modeling utilities. They are not mergeable as one PR for the same bug/change." } ] }, @@ -22849,7 +22889,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22865,7 +22905,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "d5d7bdbd4d79f15f44b2a1ee469fae7da741cf967c982e505159cbcc51e7082a", + "prepared_review_unit_hash": "82415c2fd358493d97b9a10ea39e342a4414e8b545f0a37393f5014d5527953a", "component_budget": { "node_count": 2, "item_count": 2, @@ -22887,18 +22927,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both address cache-aware multi-token forward behavior, but in different model families and code paths: one for Qwen3.5/OLMo hybrid linear attention, the other for Mamba2 CUDA kernel cache handling. The overlap is thematic, not a duplicate bug/change.", - "confidence": 0.92, + "summary": "Two PRs with superficially similar cache/seq_len>1 fixes, but they address different model families and different code paths, so they are not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR for a duplicate cluster: these are separate fixes in different architectures and should not be collapsed into one.", + "canonical_pr_reason": "PR 46084 is the clearest representative: it has an explicit issue target and a narrowly scoped Mamba2 cache-path fix.", "best_issue_reason": null, - "best_pr_reason": "PR #46084 is the strongest standalone representative of a concrete fix because it has an explicit issue target and a narrowly defined seq_len>1 cache bug in Mamba2.", + "best_pr_reason": "PR 46084 is the best single PR to surface because it is concrete, self-contained, and tied to a specific tracked bug (#46032).", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Both involve cached multi-token forward paths, but PR #45513 fixes Qwen3.5/OLMo hybrid linear-attention behavior while PR #46084 fixes Mamba2 CUDA kernel cache reuse. Different subsystems and bug mechanisms; not the same underlying change." + "reason": "Reject: both involve cached forward handling, but PR 45513 is about Qwen3.5/Qwen3-next linear attention multi-token cached continuation, while PR 46084 fixes Mamba2 CUDA kernel cache behavior for seq_len > 1. Different underlying bugs and not plausibly one merged PR." } ] }, @@ -22912,7 +22952,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22928,12 +22968,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "7d885aed93ff9586f5d0d479ac04bd867dc7c74b6a05f39a877c3d3aa5f7a9ce", + "prepared_review_unit_hash": "6ec7dd66801e62894a8afe37717e2f10936f62138c01e868b08c12efdf607e29", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4507, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -22941,7 +22981,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4507, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -22950,18 +22990,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related only at a broad theme level (expert parallelism / loading), but they address different bugs in different code paths: 45548 fixes config serialization and exposes an EP flag for accelerate+ZeRO-3 loading, while 45662 fixes expert parameters being overwritten during FSDP2 loading.", - "confidence": 0.94, + "summary": "These two PRs both touch expert parallelism loading, but they fix different bugs in different code paths: one targets DeepSpeed ZeRO-3/accelerate config serialization and EP detection, the other targets FSDP2/post-shard parameter wrapping to prevent expert weights from being overwritten. They are related, but not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "45662 is the stronger representative for the cluster topic because it fixes a concrete corruption bug in the parameter-loading path and has the broader, more central code-path impact; 45548 is a narrower config/property fix for a separate loading scenario.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "45662 is the best PR anchor because it targets the most direct runtime failure mode with a clear, user-visible effect, whereas 45548 is more auxiliary and specific to a different launch/load setup.", + "best_pr_reason": "PR #45662 is the better representative of the cluster because it addresses a concrete, narrowly-scoped EP loading corruption bug with explicit loader/runtime changes across multiple files.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different underlying bugs: 45548 preserves distributed_config and adds has_ep for EP+DeepSpeed ZeRO-3/accelerate launch, while 45662 prevents expert parameters from being overwritten during FSDP2 loading. Same subsystem, not the same fix." + "reason": "Same broad EP area, but different concrete failures and fixes: 45548 is about preserving distributed_config/has_ep for accelerate + ZeRO-3 loading, while 45662 prevents rank-0 overwrite via post-shard wrapping for FSDP2. Not the same underlying bug and not a single mergeable PR." } ] }, @@ -22975,7 +23015,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22991,7 +23031,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "c52a4a2a03f7a84674198d594a1bb4096a835fdde9e57af53359e8838b66e4e5", + "prepared_review_unit_hash": "fa5cc9674480896c3a456ff0c5ed3a7d953b42b3d0b37b4e0050e742ef76880e", "component_budget": { "node_count": 2, "item_count": 2, @@ -23013,18 +23053,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist-related captured_info collision problem in `testing_utils`; PR 45645 is the broader, more complete version that also updates CI log collection to match the new per-worker files.", - "confidence": 0.92, + "summary": "Two open PRs address the same xdist-related captured_info collision in testing_utils; 45645 appears to be the more complete follow-up, adding CI log aggregation for multiple files.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the more complete superset: it contains the same xdist-safe `captured_info` handling as 45639 and also updates the workflow to collect `captured_info*.txt`, so it better represents the full fix.", + "canonical_pr_reason": "PR 45645 is the broader, more complete fix: it updates testing_utils and the CI workflow to handle worker-specific captured_info files, whereas 45639 only fixes the writer side.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest single PR choice because it addresses both the underlying file-collision bug and the downstream CI log aggregation, whereas 45639 only covers the library-side change.", + "best_pr_reason": "45645 best represents the cluster because it covers the same bug and includes the extra CI log-preservation changes needed to use the new per-worker files.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Accept: both fix the same underlying xdist collision around patched testing debug logs; 45645 expands the same fix with workflow support rather than changing a different code path." + "reason": "Both PRs fix the same underlying xdist collision for captured_info artifacts; 45645 is essentially a superset of 45639 and could plausibly be merged as one change." } ] }, @@ -23038,7 +23078,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23054,12 +23094,12 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "1e820f1d4ccb2629d5eab85f9d77876cb4a8ed530a44f6c22933708023430595", + "prepared_review_unit_hash": "31ab4a3f114405540ee7b3d09b589ecaaf933cb3bff386c8a33f6154b3151fb5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7233, + "serialized_chars": 7234, "estimated_input_tokens": 1809, "estimated_eval_tokens": 3874 }, @@ -23067,7 +23107,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7233, + "serialized_chars": 7234, "estimated_input_tokens": 1809, "estimated_eval_tokens": 3874 }, @@ -23076,18 +23116,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate linter/modeling-rule PRs affecting overlapping model files, but they implement different rules (TRF003 vs TRF018) and do not look mergeable as one change.", - "confidence": 0.93, + "summary": "Two unrelated pull requests were grouped only because they both touch many model files and are linter-related. PR 45720 implements TRF003 by adding `can_return_tuple` / removing `return_dict` in forward methods; PR 46259 implements TRF018 by changing weight initialization logic. They should not be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46259 is the better canonical representative: it appears to be a more complete, rule-specific linter change with a larger and more focused modeling-rule diff than the partial TRF003 implementation in #45720.", + "canonical_pr_reason": "PR 45720 is the cleaner canonical representative because it focuses on one concrete code-pattern change across model forwards, with a clear, narrow rule scope (TRF003).", "best_issue_reason": null, - "best_pr_reason": "PR #46259 is the strongest standalone PR in the set because it introduces a distinct modeling rule with a broad but coherent code change; #45720 is explicitly only part of TRF003 and is less self-contained.", + "best_pr_reason": "PR 45720 is the best representative of the cluster since it is a more self-contained, specific linter-driven change and is easier to use as the anchor for this grouping than the broader initialization-rule PR.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Do not merge: the titles and diffs show different lint rules (TRF003 vs TRF018) with different intended fixes. Overlapping model files are due to shared modeling patterns, not the same underlying bug or change." + "reason": "Different linter rules and different code paths: one changes forward return handling (TRF003), the other changes model weight initialization (TRF018). Shared model filenames are incidental, not the same underlying fix." } ] }, @@ -23101,7 +23141,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23167,7 +23207,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23183,40 +23223,40 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "efc731454698170fcaf902eefbf96872b1d72067e3ea07a6da73ffaf6bbfb0e0", + "prepared_review_unit_hash": "7595cab697726dbd1cd78a49e1620a977be9122fc8695f8850c223bc0a530e41", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5160, - "estimated_input_tokens": 1290, - "estimated_eval_tokens": 2836 + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5160, - "estimated_input_tokens": 1290, - "estimated_eval_tokens": 2836 + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are not duplicates: #45932 is a broad CI/model code change touching workflow secrets and multiple model files, while #46100 is a test-migration PR adding kernel/DDP test infrastructure and model tests. They do not appear to fix the same concrete bug or implement the same change.", - "confidence": 0.97, + "summary": "Two unrelated PRs in the same broad repository area, but they do not appear to fix the same concrete bug or implement the same change. One is a model/config and CI-related sweep; the other is a test migration adding kernel/model tests.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #45932 is the broader code-change PR and is the better cluster representative because it contains the main implementation/config edits across model files and workflow plumbing, whereas #46100 is primarily a test migration.", "best_issue_reason": null, - "best_pr_reason": "No clear canonical PR for this cluster because the PRs target different changes; #45932 is broader, but it is not a duplicate of #46100.", + "best_pr_reason": "PR #45932 is the strongest single representative of the cluster because it has substantive production-code/config changes; #46100 is mostly test scaffolding and less representative of a core fix/change.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Different scope and code paths: #45932 modifies CI/workflow secrets plus model implementation files, while #46100 adds kernel tests and DDP test setup. They are not the same underlying fix/change." + "reason": "Reject: these PRs touch different concrete concerns. #45932 changes CI/workflow plus several model/config files, while #46100 adds new kernel tests and test migration files. They do not look like the same bug fix or the same mergeable change." } ] }, @@ -23230,7 +23270,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23246,40 +23286,40 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "197ce11cd2309f668eaca5de99225812ff5983883a7d4e0e749237877120b6cc", + "prepared_review_unit_hash": "7001a17f3524860f237ad60edab4120737395908fa9497bd242302b085f70eb7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5524, - "estimated_input_tokens": 1381, - "estimated_eval_tokens": 3018 + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5524, - "estimated_input_tokens": 1381, - "estimated_eval_tokens": 3018 + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs overlap in distributed infrastructure files, but they are not the same change: one is a focused EP/router-parallel + trainer integration, while the other is a broad distributed branch base spanning FSDP, CI, modeling, and utility plumbing.", - "confidence": 0.95, + "summary": "Two open PRs overlap on distributed code, but they are not the same change: one is a focused EP/Trainer integration PR and the other is a broad distributed branch base spanning many unrelated areas.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the better canonical representative: it is narrowly scoped to EP/router-parallel behavior and trainer integration, making it a coherent single change with a clear purpose.", + "canonical_pr_reason": "PR 46126 is the most specific, self-contained change in the cluster: EP + Trainer integration with targeted distributed-file edits. PR 46269 is a much broader base branch touching CI, FSDP, generation, integrations, and model code.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best standalone candidate in this cluster because it targets one concrete feature path; PR #46269 is too broad and looks like a branch-wide integration base rather than a single duplicate-worthy fix/change.", + "best_pr_reason": "PR 46126 is the best representative PR because it has a clear concrete purpose and tighter scope, making it more suitable as the cluster canonical than the broad umbrella branch.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared distributed filenames are incidental; #46126 adds EP router-parallel/trainer integration, while #46269 is a broad distributed branch base with FSDP, CI, and multiple subsystem changes. They do not look like the same concrete code-path problem and would not plausibly be merged as one PR." + "reason": "Shared distributed files are not enough here. 46126 is a focused EP/Trainer integration change, while 46269 is a wide distributed base branch with many unrelated modifications; they do not look like the same underlying PR." } ] }, @@ -23293,7 +23333,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23345,208 +23385,208 @@ "pull_request:46504|pull_request:46563", "pull_request:46504|pull_request:46716" ], - "prepared_review_unit_hash": "9fb5ad851e83356a3c27f3bb229aa2347d7c18ea17d6af3e8fffe09863806e6e", + "prepared_review_unit_hash": "3e6eec50827d83c638c55397bb184eca5d8d9c5fe8a7c797a3d05ad62cc6bb5c", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25930, - "estimated_input_tokens": 6483, - "estimated_eval_tokens": 13222 + "serialized_chars": 25918, + "estimated_input_tokens": 6480, + "estimated_eval_tokens": 13216 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25930, - "estimated_input_tokens": 6483, - "estimated_eval_tokens": 13222 + "serialized_chars": 25918, + "estimated_input_tokens": 6480, + "estimated_eval_tokens": 13216 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated workflow maintenance/security tweaks. A few are superficially similar because they edit the same YAML file or use similar shell patterns, but they do not fix the same concrete bug or change, so there are no strong duplicate PR pairs here.", - "confidence": 0.83, + "summary": "Mostly unrelated workflow-maintenance PRs. There is a small security-gate subgroup in .github/workflows/pr-ci-security-gate.yml, but the diffs are distinct follow-ups rather than the same fix, so no soft merges are justified.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the best representative of the cluster because it contains the most substantive functional workflow change: adding real PR CI security-gate checks. The other PRs are narrower, isolated workflow edits or comment/permission tweaks.", + "canonical_pr_reason": "PR 46554 is the most substantive representative of the security-gate subgroup, with the core functional change; the others are separate hardening/comment-only follow-ups.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the strongest standalone PR in the set: it addresses an explicit security-gate behavior change rather than a cosmetic or one-line workflow adjustment.", + "best_pr_reason": "PR 46554 is the best overall representative of the cluster because it contains the largest concrete workflow behavior change, while the rest are independent workflow tweaks.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different concrete problems: stdin/quoting handling in self-comment CI vs PR CI security-gate logic." + "reason": "Different workflows and different fixes: self-comment CI stdin handling vs PR CI security-gate logic." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different files and different fixes; this is not the same underlying bug or change." + "reason": "Unrelated workflow updates; one edits comment parsing, the other changes PR CI gate permissions/approval flow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Self-comment CI stdin handling is unrelated to a comment-only safety note in the PR CI security gate." + "reason": "Self-comment CI command piping and a comment-only note in pr-ci-security-gate are not the same underlying change." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow and different change: message passing fix vs removing inherited secrets from a reusable workflow call." + "reason": "Different workflows and unrelated changes: stdin handling vs secrets inheritance removal." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both use printf, but they fix different code paths in different workflows; not a mergeable duplicate." + "reason": "Build CI docker image trigger handling is unrelated to self-comment CI message piping." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Unrelated workflow changes: SSH runner hardening vs enabling workflow_dispatch for benchmarks." + "reason": "SSH runner hardening and benchmark dispatch enablement are separate workflow changes." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows and different behaviors; not the same bug or change." + "reason": "SSH runner env/monitor changes are unrelated to anti-slop permissions placement." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Runner hardening and checkout base-ref selection are unrelated workflow fixes." + "reason": "SSH runner changes do not address the assign-reviewers checkout ref behavior." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Both touch security-related workflows, but they fix different concrete paths: SSH runner environment/asset handling vs PR CI security-gate logic." + "reason": "Different workflows and different problems: SSH runner security cleanup vs PR CI security-gate behavior." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow code paths and different fixes; not the same underlying issue." + "reason": "SSH runner hardening is unrelated to PR CI security-gate permissions and approval gating." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Anti-slop permission scoping and benchmark trigger expansion are unrelated." + "reason": "Anti-slop permission scoping and benchmark workflow dispatch support are unrelated changes." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow behavior: permission scoping vs reviewer checkout ref." + "reason": "Different workflows and different fixes; no shared code path." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Unrelated workflow edits in different files and code paths." + "reason": "Anti-slop permissions update is unrelated to build-ci-docker-images commit-message handling." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different problems; same broad automation area is not enough for a duplicate." + "reason": "Different workflow files and different behaviors; not the same underlying bug or change." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Reviewer assignment checkout ref and benchmark trigger changes are unrelated." + "reason": "Assign-reviewers checkout ref and benchmark workflow dispatch are unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow fixes with no shared concrete bug." + "reason": "Assign-reviewers base-ref checkout is unrelated to build-ci-docker-images trigger parsing." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Checkout ref behavior for reviewers is unrelated to PR CI security-gate logic." + "reason": "No overlap in workflow behavior: reviewer assignment vs PR CI security checks." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark workflow trigger logic and commit-message parsing in build-image workflow are different changes." + "reason": "Benchmark workflow dispatch support and docker-image tag trigger parsing are separate changes." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different code paths; not a duplicate." + "reason": "Different workflows and different functionality; not a duplicate fix." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Both are workflow hardening, but they address different concrete issues in different scripts." + "reason": "Build-ci docker image trigger parsing is unrelated to PR CI security-gate logic." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Commit-message parsing in build CI is unrelated to PR CI security-gate permissions/approval flow." + "reason": "Different workflows and different fixes; not the same code-path problem." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different edits: one adds security checks, the other changes permissions and approval gating." + "reason": "Both touch pr-ci-security-gate.yml, but one adds checkout/diff-based security checks while the other tightens permissions and approval gating; separate follow-up hardening, not the same fix." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Security-check logic vs explanatory comments only; not the same underlying change." + "reason": "Functional security-gate changes versus a comment-only safety note are not the same underlying change." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Different security-gate fixes: workflow logic changes vs removing inherited secrets from the reusable workflow call." + "reason": "Security-gate logic changes and secrets:{} on the reusable workflow call are distinct fixes." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Different edits in the same file, but not the same concrete bug or change." + "reason": "Permissions/approval gating and a documentation comment do not fix the same bug." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Approval/permission flow change vs secrets hardening are distinct changes." + "reason": "Different hardening steps in the same workflow file, but not the same concrete change." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Commentary about safety is not the same as changing secrets propagation." + "reason": "Comment-only reassurance and secrets inheritance removal are unrelated changes." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and different fixes; no shared concrete issue." + "reason": "Build-ci docker image trigger parsing is unrelated to a pr-ci-security-gate explanatory comment." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Commit-message handling and secrets propagation are unrelated." + "reason": "Different workflows and different fixes; no shared underlying bug." } ] }, @@ -23560,7 +23600,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23576,7 +23616,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "7635ba268d0250f5d1e1c0c11ad05f7153227dc6c75a9669e121a2274c9eccfb", + "prepared_review_unit_hash": "68bcc048c33d3e0a610fd0f5cb37edf0c450d9a09ac06fd7a03306e161b47727", "component_budget": { "node_count": 2, "item_count": 2, @@ -23598,18 +23638,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both replace file-open-based source reading, but they target different code paths and different bugs: one in import_utils for resolving package source files, and one in modeling_utils for attention-implementation capability detection. They are related refactors, not duplicates.", - "confidence": 0.92, + "summary": "These PRs are thematically similar refactors around source inspection, but they fix different code paths in different modules and are not duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46207 is the better representative because it fixes a specific modeling_utils code path and includes test coverage; PR #46152 addresses a separate import_utils helper with a different mechanism and failure mode.", + "canonical_pr_reason": "No canonical PR: the changes are in separate helpers (`import_utils._resolve_traversable` vs `modeling_utils._can_set_attn_implementation`) and address different source-reading call sites.", "best_issue_reason": null, - "best_pr_reason": "PR #46207 is the strongest standalone candidate: it has a clearer concrete behavior change, scoped implementation, and tests, while #46152 is a separate utility-level change rather than the same fix.", + "best_pr_reason": "PR 46207 is the stronger standalone change because it has a narrower, well-defined target and includes tests, but it still does not subsume PR 46152.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Both avoid open() for source reading, but they fix different paths and different underlying problems: import_utils traversable resolution vs modeling_utils class capability detection. They could not plausibly be merged into one PR as the same bug fix." + "reason": "Same general pattern (replacing file opens for source access), but different modules, different functions, and different underlying behavior; not the same concrete fix." } ] }, @@ -23623,70 +23663,7 @@ { "label": "pull_request", "component_index": 31, - "component_count": 37, - "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-46154-2", - "nodes": [ - "pull_request:46154", - "pull_request:46196" - ], - "soft_pairs": [ - "pull_request:46154|pull_request:46196" - ], - "prepared_review_unit_hash": "dc0dfcc6883ab54c67b9126207174b3f708c0745ed1ef484bed38aa5328aaeba", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 5699, - "estimated_input_tokens": 1425, - "estimated_eval_tokens": 3106 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 5699, - "estimated_input_tokens": 1425, - "estimated_eval_tokens": 3106 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These are two separate PRs implementing SDPA dispatch for different model families (T5 vs wav2vec2/audio stack). They share a broad theme, but they do not look like the same underlying change or something that could plausibly be merged into one PR.", - "confidence": 0.94, - "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two changes target different architectures and code paths, so they are not duplicates.", - "best_issue_reason": null, - "best_pr_reason": "PR #46196 is the broader representative of the SDPA-dispatch rollout across multiple audio models, but it still should not be treated as the same change as the T5 PR.", - "soft_edge_verdicts": [ - { - "left": "pull_request:46154", - "right": "pull_request:46196", - "accept": false, - "reason": "Different model families and implementation paths; same general feature goal, but not the same concrete bug/change and not mergeable as one PR." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 32, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23748,8 +23725,8 @@ }, { "label": "pull_request", - "component_index": 33, - "component_count": 37, + "component_index": 32, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23765,7 +23742,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "501ef80e76210c15bd3790e0df7ce6aaccc11fb4799c8fe6dec33503ec9b992b", + "prepared_review_unit_hash": "11b1e9287aed76823b5fee46fc7ffcac56256f6f9621259557011933829b6603", "component_budget": { "node_count": 2, "item_count": 2, @@ -23787,18 +23764,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same sliding-window right-boundary off-by-one (`<` to `<=`) in the mask function. PR 46546 is the broader, more complete fix because it covers Moonshine streaming plus Gemma4 and adds tests, while PR 46310 is the earlier narrower Moonshine-only patch.", - "confidence": 0.82, + "summary": "Both PRs address the same off-by-one right-window boundary in the sliding-window mask helper for Moonshine streaming; the later PR is a superset with tests and an additional Gemma4 fix.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46546 is the better canonical PR because it contains the same core Moonshine fix as 46310, expands it to another affected model, and includes test coverage, making it the more complete change set.", + "canonical_pr_reason": "PR #46546 is the stronger representative: it contains the same Moonshine streaming boundary fix as #46310, adds test coverage, and reflects the more complete patch.", "best_issue_reason": null, - "best_pr_reason": "PR 46546 is the strongest representative of this bug fix: same off-by-one boundary correction, broader affected surface, and tests.", + "best_pr_reason": "PR #46546 is the best standalone candidate because it includes the Moonshine fix plus validation tests and is the more fully developed patch, even though it also applies the same boundary correction to Gemma4.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Same underlying bug: an off-by-one in the right-window boundary of sliding_window_mask_function. The Moonshine streaming fix is identical in both; 46546 is just a superset that also patches Gemma4 and adds tests." + "reason": "Both PRs fix the same Moonshine streaming right-window off-by-one (`<` to `<=`) in the same mask helper. #46546 is a superset with tests, so they plausibly represent the same underlying bug fix." } ] }, @@ -23811,8 +23788,8 @@ }, { "label": "pull_request", - "component_index": 34, - "component_count": 37, + "component_index": 33, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23828,12 +23805,12 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "7543ad17b3ed8ac93ddcea04894d1377ba6e66915e5815d08ea39598fae60dad", + "prepared_review_unit_hash": "75021654cbf0a7465310db97f312fa6222a9cf3d1f343888279010fd6f45bb88", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5938, + "serialized_chars": 5939, "estimated_input_tokens": 1485, "estimated_eval_tokens": 3226 }, @@ -23841,7 +23818,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5938, + "serialized_chars": 5939, "estimated_input_tokens": 1485, "estimated_eval_tokens": 3226 }, @@ -23850,18 +23827,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds multimodal support to continuous batching internals, while the other introduces the HunYuan VL model package, docs, processors, and tests. They do not appear to fix the same concrete code-path problem or belong in one merged PR.", - "confidence": 0.96, + "summary": "The two pull requests are unrelated: one adds multimodal support to continuous batching internals, while the other adds a new HunYuan VL model with docs, configs, processors, and tests. They do not target the same code path or change the same feature set.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46417 is the better representative change in this cluster because it is a self-contained model addition with substantial code, docs, and tests, making it the more complete standalone artifact.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46417 is the strongest standalone PR here; PR 46376 is a separate runtime feature patch in a different subsystem and is not a duplicate or near-duplicate of the model addition.", + "best_pr_reason": "PR 46417 is the more complete, non-draft, self-contained feature addition and better represents the cluster if a single PR had to be surfaced, though it is not a duplicate of PR 46376.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different underlying changes: continuous batching multimodal cache/runtime support versus adding a new HunYuan VL model and its docs/tests. They touch different subsystems and could not plausibly be merged as one duplicate PR." + "reason": "Different underlying changes: 46376 modifies continuous batching to support multimodal caching/scheduling, while 46417 adds a new HunYuan VL model stack, docs, auto-mappings, and tests. No shared concrete bug or mergeable common code path." } ] }, @@ -23874,8 +23851,8 @@ }, { "label": "pull_request", - "component_index": 35, - "component_count": 37, + "component_index": 34, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23891,7 +23868,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "36db02053abbda3fa6735554a7b32bcc4da64925a11a248b557fa9f3c9d70cae", + "prepared_review_unit_hash": "e88adbb80c676c11dcb11df04e0351fbdec8b7762f4574cfed1df86eba95cfb4", "component_budget": { "node_count": 2, "item_count": 2, @@ -23913,18 +23890,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates: one fixes CodeLlama decode behavior by moving the decoder setup and removing over-stripping, while the other fixes AutoTokenizer misclassification for specific DeepSeek checkpoints via checkpoint-prefix overrides.", + "summary": "These PRs are not duplicates: PR #46574 fixes CodeLlama decode stripping of real leading spaces, while PR #46580 fixes DeepSeek-Coder/DeepSeek-LLM loading through the wrong tokenizer class in auto-tokenization.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two pull requests address different models, different code paths, and different failure modes.", + "canonical_pr_reason": "No canonical PR: they fix different bugs in different tokenizer code paths and should not be merged.", "best_issue_reason": null, - "best_pr_reason": "PR #46574 is the more self-contained bug fix with a narrow code-path change and explicit test coverage, so it is the better representative of the cluster despite the cluster not being a true duplicate set.", + "best_pr_reason": "No single best PR for deduping; neither can represent the other because the underlying problems and affected models differ.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying bugs: CodeLlama decode stripping versus DeepSeek checkpoint-to-tokenizer-class resolution. They do not look mergeable into one PR." + "reason": "Different root causes and code paths: one changes CodeLlama decoding behavior, the other changes auto-tokenizer class selection for DeepSeek checkpoints." } ] }, @@ -23937,8 +23914,8 @@ }, { "label": "pull_request", - "component_index": 36, - "component_count": 37, + "component_index": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23954,7 +23931,7 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "45a0b66972eb6b29f74c40f8386ac7ea17fe4e2e5cb79e73d84f8f1493a7b3d3", + "prepared_review_unit_hash": "0a668f55f8655bdf21ff2defc2982315554401da4e8652817b8d942cb47753f3", "component_budget": { "node_count": 2, "item_count": 2, @@ -23976,18 +23953,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two Mistral-related PRs, but they address different changes: one refactors/moves the existing MistralConverter into the integrations package, while the other adds tekken tokenizer detection, conversion, and save utilities. They overlap in touched files, but are not the same underlying fix/change.", - "confidence": 0.93, + "summary": "The two PRs share Mistral tokenizer infrastructure but target different changes: one refactors the existing slow-tokenizer converter into the Mistral integration package, while the other adds tekken tokenizer detection, conversion, and save utilities. They are related but not the same underlying change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46604 is the better canonical PR for this cluster because it represents the broader functional change: adding tekken tokenizer support for Mistral, rather than just relocating an existing converter.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #46604 is the strongest representative overall since it introduces the substantive Mistral tokenizer capability work; PR #46603 is a narrower refactor of converter location.", + "best_pr_reason": "PR #46604 is the more substantial and self-contained Mistral change: it adds new tokenizer detection/conversion/save behavior and associated tests, so it is the better representative artifact for this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Different underlying changes: #46603 moves the MistralConverter into the integrations package, while #46604 adds tekken tokenizer detection/conversion/save utilities. Shared files reflect related work, not the same fix." + "reason": "Reject: these are distinct Mistral work items. #46603 is a code move/refactor for MistralConverter; #46604 introduces new tekken tokenizer functionality and utilities. Shared files alone are not enough to treat them as the same fix/change." } ] }, @@ -24000,8 +23977,8 @@ }, { "label": "pull_request", - "component_index": 37, - "component_count": 37, + "component_index": 36, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24009,56 +23986,64 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46741-3", + "cluster_id": "cluster-46741-4", "nodes": [ "pull_request:46741", "pull_request:46773", - "pull_request:46781" + "pull_request:46781", + "pull_request:46831" ], "soft_pairs": [ "pull_request:46741|pull_request:46781", - "pull_request:46741|pull_request:46773" + "pull_request:46741|pull_request:46773", + "pull_request:46741|pull_request:46831" ], - "prepared_review_unit_hash": "2fd8062a4a938ba1048e830bc243725ccfcba96aae595fdd6d2dbebd0342c560", + "prepared_review_unit_hash": "9f3accbc8b1634cd8ff0d05dce0e29e39f35769ef9c173f61f6d53685196b8ed", "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 7499, - "estimated_input_tokens": 1875, - "estimated_eval_tokens": 4006 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 10051, + "estimated_input_tokens": 2513, + "estimated_eval_tokens": 5282 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 7499, - "estimated_input_tokens": 1875, - "estimated_eval_tokens": 4006 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 10051, + "estimated_input_tokens": 2513, + "estimated_eval_tokens": 5282 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are only superficially similar as model-internal bug fixes. They target distinct problems and code paths: Mamba2/Nemotron-H chunked-prefill handling, linear-attention padding mask application, and QuantizedCache initialization for hybrid models. I do not see duplicate relationships here.", - "confidence": 0.97, + "summary": "These four PRs are related only by broad cache/model-forward logic, but they fix different bugs in different model families and code paths. None of the soft edges should be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #46773 is the clearest standalone bug fix: it has a precise failure mode (padding mask skipped for batch size 1) and a straightforward, broadly applicable fix across linear-attention models.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #46773 is the strongest overall candidate to keep as the representative PR because it addresses a concrete, reproducible bug with broad model impact and a focused code change.", "soft_edge_verdicts": [ { "left": "pull_request:46741", "right": "pull_request:46781", "accept": false, - "reason": "Different bugs and paths: 46741 fixes Mamba2 mixer cache behavior for chunked prefill/speculative decoding, while 46781 fixes QuantizedCache layer construction for hybrid models. Not mergeable as one PR." + "reason": "Different bugs: #46741 fixes Mamba2/Zamba2/Nemotron-H cached single-token/speculative decoding state handling; #46781 fixes QuantizedCache initialization for hybrid SSM+attention models." }, { "left": "pull_request:46741", "right": "pull_request:46773", "accept": false, - "reason": "They address unrelated issues: 46741 is a Mamba2/Nemotron-H decoding/cache fix, whereas 46773 changes padding-mask handling in linear-attention models when batch size is 1. No same underlying bug." + "reason": "#46741 is about cache/state handling in Mamba2-style mixers during decoding; #46773 is about applying padding masks for batch size 1 in linear-attention models. Separate failure modes." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46831", + "accept": false, + "reason": "#46741 targets Mamba2/Zamba2/Nemotron-H precomputed-state decoding, while #46831 fixes CPU-offload hook handling in Qwen3.5/Qwen3-Next. Different model families and code paths." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index df537d3077f11b18ebc49ba86357337ff1230df8..0791809118c278fe131781ffbe6b0a327577223c 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260623t000022z", + "analysis_id": "hybrid-model-20260623t060018z", "archived_artifacts": { - "hybrid": "snapshots/20260623T000022Z/analysis-runs/hybrid-model-20260623t000022z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260623T000022Z/analysis-runs/hybrid-model-20260623t000022z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260623T060018Z/analysis-runs/hybrid-model-20260623t060018z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260623T060018Z/analysis-runs/hybrid-model-20260623t060018z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": 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Most other pairs share only broad subsystem overlap or similar error shapes, not the same underlying bug.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43596 is the clearest concrete bug report and has a near-identical companion in 43638; both describe the same DeepSpeed ZeRO-3/BERT init path failing with an index-0-out-of-bounds error.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best representative of the strongest duplicate group in this cluster; it is specific, reproducible, and clearly maps to a single underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: missing config attribute in Qwen3.5 vs chat/completions streaming inference error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Both involve backend/GPU issues, but the concrete bugs differ: AMD GPU failure for GPT-OSS-20B vs MPS histogram op not implemented for Int." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model families and failure modes: Mistral-3 image-preprocessor dtype mismatch vs GPT-OSS running on AMD GPUs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype/backend problems, but one is an autocast mismatch in Phi-tiny-MoE and the other is a GPT-OSS AMD runtime failure." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different issues: GPT-OSS-20B AMD GPU failure vs a broken Nemotron example." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Not the same bug; GPT-OSS-20B on AMD GPUs and GraniteMoEHybrid calling an invalid method are unrelated code paths." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed ZeRO-3 collective mismatch is unrelated to ModernBERT ONNX export errors." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Both are model/export/runtime problems, but they involve different models and unrelated failures." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3 auto device-mapping cuda asserts are unrelated." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Different topics: table-question-answering crash vs outdated RAG examples." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions in v5, but they refer to different removed documentation topics and do not look like the same concrete issue." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error and GenerationMixin import error are distinct failures." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRl SFT embedding unpacking bug is unrelated to resuming training with local models and trust_remote_code." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask-shape index error and Gemma4 PLE device mismatch are different forward-pass bugs." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both mention shape/indexing errors, but one is DeepSpeed ZeRO-3 BERT init and the other is a mask/tensor indexing mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "No clear overlap between BERT ZeRO-3 init failure and resume-training/trust_remote_code behavior." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different failures and code paths: ZeRO-3 BERT init vs a generic mask/tensor shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask-shape mismatch is unrelated to Qwen3.5 video token/feature count mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "These are different model/runtime issues; only the error category is superficially similar." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume-training with remote code is unrelated to the Nemotron example being broken." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Qwen3-vl video StopIteration and training resume failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "DeepSpeed ZeRO-3 BERT init error is unrelated to local-model resume training with trust_remote_code." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated bugs." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "DeepSpeed collective mismatch in Jamba-v01 is not the same as the BERT ZeRO-3 index error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying bug: DeepSpeed ZeRO-3 initialization with BERT models hits the same index-0-out-of-bounds failure." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy being called and GPT-OSS TP failure are different issues." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different symptoms and code paths: detokenization regression vs LoRA merge/save/load mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and LoRA merge/reload inconsistency are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral and remote-code config_class AttributeError are different problems." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve training/DeepSpeed, but the concrete errors and failure modes are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recomputation mismatch is not the same bug as a mask shape indexing error." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same class name appears, but one is CPU-offload incompatibility and the other is uninitialized memory after meta->to_empty materialization." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "BERT ZeRO-3 init failure and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP activation-checkpointing tensor-size recomputation and custom trainer loss signature mismatch are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime layers: BERT ZeRO-3 init vs GPT-OSS tensor parallelism." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method call are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and GPT-OSS AMD GPU failure are distinct model/back-end issues." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse embedding lookup regression and Qwen3.5 video token mismatch are different issues." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config missing attribute for vLLM and Mistral tokenizer patch crashing on backend_tokenizer are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map forward mismatch and reverse embedding lookup regression are different Gemma4 bugs." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "These describe the same underlying compatibility problem centered on torch 2.4.1; one is just a more specific wording of the same incompatibility." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 incompatibility and Qwen-3-8B-NVFP4 runtime error are not the same issue." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing size recomputation and Qwen3 auto device-map cuda asserts are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and GPT-OSS only-TP failure are different bugs." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Torch 2.4.1 compatibility and USE_DISTRIBUTED=0 breakage are different version-incompatibility issues." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs regressions, but one is about pipeline tasks and the other about the transformers run command; not the same concrete docs bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted duplicate pairs are well supported by the issue titles and descriptions, and the rejected soft-edge pairs are explained in a cautious way without overclaiming sameness. No mergeability issue applies here since this is not a PR pair cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 2, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772" + ], + "soft_pairs": [ + "issue:43866|issue:46402", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:44589|issue:46304", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:43872|issue:46304", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:43596|issue:45800", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43296|issue:43366" + ], + "prepared_review_unit_hash": "d6928c1b4e47bbf8cff6331a297f94a03fadbee51e6a54a2d4e019d13049c776", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38898, + "estimated_input_tokens": 9725, + "estimated_eval_tokens": 19706 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue set with many superficial similarity matches around Transformers regressions. Only the AutoTokenizer token-ID regression pair looks like a true duplicate; the other soft pairs differ by model, failure mode, or code path.", + "confidence": 0.74, + "canonical_issue_reason": "No single canonical issue fits the whole set because the items span unrelated bugs. If one representative is needed, issue 45920 is the best broad v5 tokenizer-regression report and likely subsumes 45812.", + "canonical_pr_reason": null, + "best_issue_reason": "45920 is the strongest umbrella issue here: it covers multiple affected model families, has inbound references, and is the broader version of the one clear duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different bugs: corrupted checkpoint vs missing text-encoder weights during model loading." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Unrelated failure modes: PaddleOCR-VL/vLLM load issue vs USE_DISTRIBUTED=0 support regression." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 IndexErrors, but one is Gemma3 loading and the other is BertModel init; not enough to treat as the same concrete bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model-specific errors: missing Gemma3 sliding_window_pattern vs Qwen3 auto device-map cuda assert." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Different subsystems: float8 storage lookup vs distributed build/runtime support." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both touch docs, but they are different documentation issues with different removed/changed behavior." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different areas and failures: AMD GPU support vs table-question-answering runtime crash." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel cross-entropy dispatch issue is unrelated to Qwen3-VL video StopIteration." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both mention device/multimodal mismatches, but the failing code paths and symptoms are different." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Different problems: incorrect detokenization vs outdated RAG examples." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to Gemma4 PLE device placement." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption vs ModelOpt/NVFP4 compatibility are not the same bug." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading problem is unrelated to documentation freshness." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Both are version regressions, but one is remote_code breakage and the other is PyTorch build/support with USE_DISTRIBUTED=0." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying tokenizer regression: AutoTokenizer returns wrong token IDs in v5, with 45920 being the broader multi-model report." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures: corrupted checkpoint vs missing NemotronH checkpoint support." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params keyword-argument incompatibility is unrelated to the distributed support regression." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to RAG documentation content." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Different sliding_window issues in different model families and with different missing/error conditions." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask-shape mismatch and the other is a ZeRO-3/BertModel empty-tensor case." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper cannot run and table QA crashing are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Model load/test failure for GLM-4.7-Flash is not the same as a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Different version compatibility bugs: Torch 2.10 compatibility vs pydantic PretrainedConfig field breakage." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Wrong detokenization and table QA crash are unrelated bugs." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load failure and PretrainedConfig pydantic regression do not share a code path." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 BertModel IndexError is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Qwen3.5 chat crash and streaming inference API failure are different issues." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 model error and table QA crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and failure modes; both mention configuration/device handling only broadly." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat/completions failure is unrelated to MoE MPS histogram support." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern missing attribute are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Both involve MoE-ish models, but the errors and code paths differ." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing failure and autocast dtype mismatch are not the same bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and template-node compilation error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 lm_head tying bug is unrelated to Ovis2 checkpoint corruption." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but the mask-shape mismatch and ZeRO-3 empty-dimension load error are different failures." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn2 fallback gating and remote-code config_class loading are different code paths." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLmConfig pad_token_idx missing is not the same as the PretrainedConfig pydantic-field regression." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers compatibility and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are different feature requests/failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it treats the set as heterogeneous, identifies the one clearly related tokenizer pair (45812/45920), and does not overclaim the rest. The canonical-issue rationale is also appropriately cautious given the unrelated items." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 3, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463", + "issue:46489", + "issue:46491", + "issue:46640", + "issue:46661" + ], + "soft_pairs": [ + "issue:44387|issue:45005", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:41093|issue:43596", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:40990|issue:44960", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:45183|issue:46463", + "issue:44918|issue:45507", + "issue:46489|issue:46491", + "issue:43975|issue:44292", + "issue:44292|issue:45507" + ], + "prepared_review_unit_hash": "e6d6ca6f7ff8847521644bfbd4562fbe6c8b06c935292a7d8ba1397a1ff7fdb8", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37142, + "estimated_input_tokens": 9286, + "estimated_eval_tokens": 18828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous and contains many unrelated model-, tokenizer-, multimodal-, and config-specific bugs. The only strong duplicate-looking pair is the remote-code/custom-module loading cache-path issue (45632/45698).", + "confidence": 0.71, + "canonical_issue_reason": "Issue 45632 is the best root-cause candidate for the only clear duplicate subcluster: it describes the cache-path collision that plausibly leads to the wrong custom module being loaded in 45698.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45632 is the strongest single representative of the only likely duplicate pair, and it is more root-cause-oriented than the symptom-level report in 45698.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Both are v5-era regressions, but one is int4 memory/OOM behavior and the other is tied-weight translation-model handling; different bugs." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention shape/packing failures, but one is a mask-index mismatch and the other is a Qwen3.5 embedding/trainer failure; not the same code path." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different MoE-related failures: one is a torch dynamo grouped_mm error, the other is a tensor-parallel support issue for GPT-OSS." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different models and symptoms: autocast dtype mismatch versus streaming chat/completions failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support for gpt-oss is unrelated to a Qwen3.5 streaming inference failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "One is init_empty_weights/_is_hf_initialized argument handling; the other is a pydantic PretrainedConfig field breakage." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the PretrainedConfig pydantic regression." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing and missing Float8 storage are distinct runtime/serialization issues." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal dtype/feature issues, but one is image-preprocessor dtype mismatch and the other is video token/feature mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model loading regressions are too broad here; one is custom-module breakage, the other is a torch/transformers compatibility report." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Different indexing failures in different subsystems; no shared concrete bug." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video input, but they target different Qwen model families and describe different mismatch failures." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2 quality/sanity complaints, but one is comparative embedding quality and the other is general bad AutoModel/pipeline output; root cause is not clear enough." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different multimodal config/materialization bugs: unwrapping text_config versus uninitialized inv_freq after to_empty(cuda)." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 integration and remote-code model_class/config_class lookup are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different failure modes: multimodal dtype mismatch versus TRL SFT embedding unpacking." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight requirement and Qwen3.5 embedding unpacking are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Perplexity regression on gpt-oss and a GLM5 issue do not appear to share a concrete bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model notebook initialization and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to the same underlying remote-code/custom-module loading bug: cache/path resolution appears to select the wrong module, causing incorrect from_pretrained behavior." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied lm_head weights in a multimodal Mistral model is not the same as translation-model weight tying regressions in v5." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Fine-grained FP8 failure for Qwen3Moe is unrelated to flash-attn2 fallback selection." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and tied-weights translation behavior are different code paths." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading/memory behavior is not the same as tied-weight handling." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer algorithm issue and a docs typo are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading is a model implementation bug, not a tied-weights translation regression." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed CLI docs are unrelated documentation issues." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both concern validation errors, but one is a broad input_ids/inputs_embeds XOR-message problem and the other is T5 decoder-input messaging; not clearly the same bug." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL embedding unpacking for Qwen3.5 and GraniteMoEHybrid calling an invalid method are different failures." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families and different symptoms." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek-Coder detokenization and NVFP4 loading errors are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and GraniteMoEHybrid invalid method are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the cluster is clearly heterogeneous, and the 45632/45698 pair is the only one that reads as a plausible duplicate on titles alone. The soft-edge rejections are generally conservative and do not overclaim shared root cause." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 4, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:46489" + ], + "soft_pairs": [ + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:43828|issue:44928", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:43054|issue:43493", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:24643|issue:28530", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:45685|issue:45823", + "issue:43881|issue:43883", + "issue:43782|issue:44960", + "issue:45020|issue:45823", + "issue:45081|issue:45399", + "issue:44661|issue:45020", + "issue:42491|issue:44368", + "issue:43828|issue:45823", + "issue:45020|issue:45356" + ], + "prepared_review_unit_hash": "df9d52a457b677b686e0b39f4b1aeb40a4711d8036c787acaeb3b8b339ba8378", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38200, + "estimated_input_tokens": 9550, + "estimated_eval_tokens": 19356 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers v5-era loading/tokenization regressions, with only a few true duplicate pairs. The strongest duplicates are the non-persistent-buffer corruption reports and the tokenizer-output regression for DeepSeek-Coder/AutoTokenizer.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella in the set and best captures the common v5 loading/remote_code regression theme that ties the cluster together, even though many members are narrower or unrelated sub-bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the best representative issue overall because it is the most general and central to the dominant regression pattern in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying bug: transformers v5 corrupts non-persistent buffers / fills them with junk during from_pretrained loading." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Different problems: one is a SigLIP2 docs/example mismatch plus quantization failure, the other is a model quality complaint about text embeddings." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Both describe the same non-persistent-buffer regression in from_pretrained on transformers 5.x." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unrelated failures: custom compute_loss API change vs DeepSpeed ZeRO-3 Gemma3 loading index error." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are low-bit/loading TypeErrors, but they involve different code paths and different root causes." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different bugs: an autocast dtype mismatch in Phi-tiny-MoE vs Qwen3.5 RLHF/position_ids causing SDPA fallback and NaNs." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": true, + "reason": "46489 looks like a specific remaining DeepSeek-Coder tokenizer regression covered by the broader AutoTokenizer wrong-token-id bug in 45920." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "One is a SigLIP2 embedding quality issue; the other is a general tokenization change across versions." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but one reports zero probabilities while the other reports worse text embeddings; not the same concrete bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Related to buffer handling, but 45902 is a Qwen3_5Moe inv_freq materialization bug, not the generic non-persistent-buffer corruption in 43950." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different models and different failures: bad AutoTokenizer error for Voxtral vs missing all_tied_weights_keys on MolmoForCausalLM." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both touch Qwen3.5/MoE, but one is flash-attention 3D position_ids misinterpretation and the other is CPU offload incompatibility in rotary embedding." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2-related, but one is a quality regression complaint and the other is an implementation discrepancy vs JAX; not clearly the same bug." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different regressions: ineffective gradient checkpointing with PEFT LoRA vs increased CUDA reserved memory under int4 quantization." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Distinct model-specific bugs: Gemma4 FSDP2 shared_kv_states KeyError vs Qwen3_5Moe inv_freq uninitialized memory." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different loading failures for different models; no shared code-path evidence." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "One is a logging/noise complaint; the other is a concrete model load failure for ScandiBERT." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Different tokenizer/import issues with different symptoms and code paths." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "General loading-noise issue vs a specific model loading failure; not the same bug." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Completely unrelated training/DeepSpeed error vs early-stopping metric warning." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different performance/regression reports: LoRA gradient checkpointing vs Qwen3 MoE memory usage." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "43543 is a specific AutoConfig missing-fields bug; 45020 is a broader remote_code regression umbrella, but they are not clearly the same concrete issue." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model-loading failures with no shared underlying bug indicated." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for a specific model vs flash-attn2 fallback gating; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a missing model class vs bitsandbytes storage-object TypeError; unrelated." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram kernel missing for Int vs Gemma4 PLE device mismatch; different problems." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model-specific failures: glm-4v-9b loading vs Molmo tied-weights attribute missing." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different failure modes; no concrete shared bug." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code-related loading regressions are too broad; Gemma4 PLE device mismatch is a separate forward-pass issue." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crash vs flash-attn2 fallback checks; unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES edge-case bug vs broad remote_code regression; not the same concrete issue." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Version-compatibility break for a qwen3_moe LoRA model vs a warning about tie_word_embeddings in Qwen3.5 LoRA training." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch vs device_map auto device mismatch; different code paths." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Generic remote_code breakage vs a specific Kimi-K2.5 tokenizer regression; not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is mostly grounded in the packet and stays fairly conservative about the many unrelated pairs. The accepted duplicate calls are defensible from the titles alone, especially the non-persistent-buffer regressions and the DeepSeek-Coder tokenizer regression. The canonical issue choice is arguable, but not overstated given the soft-link evidence around remote_code/loading regressions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 5, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45902", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46661" + ], + "soft_pairs": [ + "issue:45715|issue:46315", + "issue:45488|issue:46489", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:41553|issue:44991", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:41553|issue:44488", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43828", + "issue:43596|issue:46515", + "issue:43366|issue:43531", + "issue:45325|issue:45902", + "issue:43638|issue:46515", + "issue:45663|issue:45823" + ], + "prepared_review_unit_hash": "84f8767f83830e826ee89e474db0370ab1bf5d7e5a8c6aecb58bbf766409e51a", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36635, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with only a handful of true duplicate-like pairs: docs cleanup for removed pipeline tasks, the `_is_hf_initialized`/bitsandbytes init-empty-weights TypeError, Whisper fbank extraction, the mask-shape IndexError, and one Qwen video regression. No PRs are present.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 41093 is the strongest canonical anchor: it has an almost exact duplicate in 44805 with the same mask/tensor shape mismatch error and a concrete, reproducible failure signature.", + "canonical_pr_reason": null, + "best_issue_reason": "41093 is the best global issue representative because it is the clearest true duplicate pair in the set and has the most specific error reproduction.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they hit different APIs (`convert_ids_to_tokens` vs `convert_tokens_to_ids`) and look like separate bugs." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both involve tokenizer behavior on DeepSeek-family models, but the failures are different concrete code paths and not clearly one bug." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup problem: both report stale references to pipeline tasks removed in v5." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "One is an lm_head weight-tying bug, the other is a from_pretrained non-persistent buffer regression; different code paths." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Different auto-model instantiation failures: composite `text_config` handling versus remote-code `config_class` lookup." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` incompatibility causing TypeError during model materialization/loading." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different problems: FineGrainedFP8Config failure versus `_is_hf_initialized`/bitsandbytes TypeError." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "`45020` is a broad umbrella about remote_code breakage; `46661` is one specific error, so they are not the same concrete bug." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Likely the same Whisper audio-feature extraction bug; both point to `_torch_extract_fbank_features()`/fbank processing failures." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading issues, but for different models and different failure modes." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention DeepSpeed, but one is weight loading and the other is gradient averaging; different bugs." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different trainer signature issue versus tensor-mask shape mismatch; no shared bug." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is PEFT/LoRA ineffectiveness and the other is a missing model flag." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Similar DeepSpeed ZeRO-3 weight-loading symptom, but different Qwen model families and distinct reported failures." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for unrelated architectures." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both concern tokenizer/model loading, but they target different models and errors." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: RLHF gradient explosion versus a flash-attention auxiliary-state crash." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Near-exact duplicate: same mask shape mismatch error with the same underlying indexing bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both describe the same v5.3.0 Qwen video-input regression affecting Qwen3/VL family models." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Unrelated failures: DeepSpeed training weight shape error versus void segmentation map preprocessing." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different model-specific failures: PagedAttentionCache linear_attention crash versus checkpoint loading." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different models and different loading problems; not the same bug." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated issues: GGUF architecture support versus autocast dtype mismatch." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "DeepSpeed ZeRO-3 init bug versus torch version incompatibility; no shared concrete code path." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen-related issues: GGUF support versus sliding_window behavior." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Qwen3.5/VL-related internals, but one is rope index scaling and the other is uninitialized-memory materialization." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different failures: ZeRO-3/BertModel index error versus a torch compatibility issue." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma4 bugs: FSDP2 shared_kv_states rebuild versus device_map placement mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft pairs are phrased conservatively enough overall. The canonical anchor on 41093/44805 is well supported by the identical mask-shape mismatch title, and the other accepted pairs are plausibly duplicate-like based on the titles alone. No PR-pair issue applies here since there are no PRs in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 6, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45584", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46489", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:43366|issue:44589", + "issue:44155|issue:45584", + "issue:43716|issue:44560", + "issue:43824|issue:43957", + "issue:43950|issue:45834", + "issue:42915|issue:43957", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:46459|issue:46512" + ], + "prepared_review_unit_hash": "42c8607ad78dd7c31c3b021aa53c386839741f3d1c45e6b0d7b399cffc9503de", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37472, + "estimated_input_tokens": 9368, + "estimated_eval_tokens": 18992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a bag of unrelated Transformers regressions; only a few pairs look like true duplicates. The strongest duplicate anchor is the non-persistent-buffer v5 regression, with exact matches also for SigLIP2 output corruption and custom model initialization.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43644 is the clearest anchor for the shared v5 non-persistent-buffer regression, and issue:44534 reads like the same bug with the same symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the broadest and most representative issue in the set for a concrete, actionable regression, and it has an exact duplicate in issue:44534.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Different bugs: GGUF/gpt-oss support vs a Float8 storage lookup error." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different code paths: AudioFlamingo3 batch leakage vs Whisper empty-transcription handling." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different models and failures; dtype mismatch in SigLIP2 vs Qwen3-vl StopIteration." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import error for a missing class vs a meta-device model-loading regression." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption vs a long-input OCR index error; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "FP8 MoE failure and meta-device loading are distinct problems." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated failures: Qwen3-vl video inference vs an MPS int-histogram backend issue." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both describe the same Transformers v5 custom model initialization breakage; one is just a more specific notebook report." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different attention/compile bugs in different models and failure modes." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5 bugs: video StopIteration vs SFT embedding unpacking." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both are torch-compatibility issues, but they target different versions and different failures." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime issue is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin and Qwen3Moe FP8 loading are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but the affected models and symptoms are different enough to keep separate." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Device-mismatch in Gemma4 forward vs a generic torch 2.4.1 incompatibility are not the same bug." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping model-addition bug vs Gemma4 device placement issue." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and code paths; Qwen3.5 video error is not the mask-shape IndexError." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model regression: zero probabilities / nonsensical outputs from AutoModel and pipeline." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized regression and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config validation, but on different models and likely different root causes." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3 BertModel init failure is unrelated to the TOKENIZER_MAPPING_NAMES add-new-model bug." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Same as above; different failure mode and code path." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Dequantized device-map loading failure vs mmap OOM on Strix Halo are separate issues." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3_moe hf4.x/hf5.x incompatibility and BitNet packed-weight loading are different regressions." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same non-persistent-buffer junk regression in Transformers v5." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is a model-output regression and the other is a documentation/example plus quantization issue." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto-device-map cuda assert is not the same as the Qwen3Moe FP8 config failure." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Completely different bugs: MoE FP8 config vs mmap-related OOM." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA/qwen3_moe compatibility and Gemma4 token-embedding resize behavior are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both report the same current-version model-loading regression affecting closely related BERT models." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted duplicate/near-duplicate pairs are plausible from the titles and issue descriptions, and the non-persistent-buffer anchor on 43644/44534 is well supported." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 7, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:46050", + "issue:46468", + "issue:46829" + ], + "soft_pairs": [ + "issue:45507|issue:46468", + "issue:45313|issue:45357", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:43856|issue:43873", + "issue:43856|issue:44387", + "issue:39692|issue:43994", + "issue:42491|issue:45292", + "issue:43257|issue:43854", + "issue:43854|issue:43931", + "issue:43708|issue:44075", + "issue:42491|issue:43931", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:44164|issue:44291", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:44079|issue:46829", + "issue:43425|issue:43957", + "issue:43873|issue:44387", + "issue:41720|issue:44155", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:43404|issue:43454", + "issue:44291|issue:44756", + "issue:36010|issue:39404", + "issue:44387|issue:44756" + ], + "prepared_review_unit_hash": "6d96cf41482cf705968b8465e5ec0055f6f2011ea6b4fe5f755f3e879afa5cbd", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36817, + "estimated_input_tokens": 9205, + "estimated_eval_tokens": 18666 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and mostly contains unrelated Transformers bugs. I would not merge any of the soft pairs as duplicates. If forced to pick a cluster anchor, issue 43873 is the broadest and most centrally discussed runtime bug, but the overall duplicate confidence is low.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 43873 is the broadest, most user-facing report in the set and has strong discussion/inbound activity around a core runtime behavior (quantization/offloading/memory), making it the best anchor despite the cluster being weakly related overall.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the most suitable representative because it is active, broadly scoped, and about a foundational loading/runtime failure mode rather than a narrow model-specific regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failures: GraniteMoEHybrid invalid method call vs a broken Nemotron example. No shared concrete code path." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5, but one is ZeRO-3 language_model weight loading and the other is save_pretrained visual-encoder key regression. Not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are model/tokenizer loading complaints, but they affect different models and appear to stem from different tokenizer/model config issues." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both mention Transformers 5.0 regressions, but one is junk non-persistent buffers and the other is Jupyter custom-model initialization. Distinct problems." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both touch memory/efficiency, but one is Qwen3 MoE training memory use and the other is quantization offloading behavior. Different code paths." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is training memory usage and the other is int4 quantization causing extra CUDA reserved memory/OOM. Not the same underlying defect." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a broken docs example with model/processor mismatch and the other is nonsensical inference results with AutoModel/pipeline. Different issues." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA checkpoint compatibility on Qwen3 MoE is unrelated to a resize_token_embeddings propagation bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is a different loading path than the GLM-4.7-Flash unit-test load failure." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are model load failures, but for different model families and different error modes (unit-test loading vs shape mismatch)." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint math and SGD argument handling are unrelated bugs." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "LoRA qwen3_moe version skew is unrelated to a Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 is not the same problem as quantized model save/load breakage." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenizer behaviors; not one concrete bug." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Extra-state save/load handling is distinct from init_empty_weights rejecting an unexpected _is_hf_initialized argument." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different product paths: chat runtime crash for Qwen3.5-35B vs transformers serve crashing on Gemma4Processor." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings regressions, but they involve different model classes and different affected submodules; too model-specific to merge." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash-attention, but one is a Qwen3.5 packed-sequence/position_ids crash and the other is an s_aux=None AttributeError on sink-less models." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and a specific model load failure are not the same bug." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Both concern output object fields, but one is generic ModelOutput key assignment and the other is a VideoPrism classifier output shape/field bug." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 compatibility is a broad version issue, while the meta-device bug is a specific model-loading path regression." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory/OOM-related, but one is offloading with quantization and the other is increased reserved memory under int4 quantization. Different root causes." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and AudioFlamingo3 batched inference leakage are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/example bugs are unrelated to GLM5 model-loading work." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the T5 apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma-4 FSDP2 KeyError and Qwen composite config unwrapping are different model/infrastructure bugs." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but they affect different model families and likely different implementations; not enough to treat as one bug." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights loading failure is unrelated to disabling mmap on Strix Halo for OOM." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Importing GenerationMixin and Whisper pipeline return_language are unrelated issues." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both are OOM-related, but the former is quantization memory reservation and the latter is mmap on Strix Halo. Different underlying problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 8, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:39404", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44292", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45685", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491", + "issue:46665" + ], + "soft_pairs": [ + "issue:44292|issue:44912", + "issue:45663|issue:45859", + "issue:43957|issue:44756", + "issue:42947|issue:43381", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:45685|issue:46468", + "issue:44479|issue:44877", + "issue:44164|issue:44756", + "issue:43381|issue:44928", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:42796|issue:46326", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:43646|issue:43708", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:45812|issue:46315", + "issue:46315|issue:46491", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:44530|issue:45084", + "issue:39404|issue:46665", + "issue:44683|issue:45823", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44589|issue:45084", + "issue:44479|issue:44805" + ], + "prepared_review_unit_hash": "f1b2ac615e86ba54d409dd59f9f6d1a291e2375e124748d06dba441a591ef29d", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37875, + "estimated_input_tokens": 9469, + "estimated_eval_tokens": 19194 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster of unrelated tokenizer, model-loading, training, and quantization regressions. The only clear duplicate-like subgroup is the resize_token_embeddings/output-embeddings reports; the rest look distinct.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45292 is the broadest, most central report in the resize_token_embeddings subgroup: it describes the shared symptom of output embeddings not updating, which the more specific Gemma4/t5gemma reports appear to instantiate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best single issue to anchor the duplicate subgroup because it states the core API regression in generic terms rather than a model-specific variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization-related, but one is an NVFP4 runtime error and the other is an MXFP4 load fallback; different failure modes and likely different fixes." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Both involve model internals, but one is an FSDP2 training KeyError in Gemma4 attention and the other is a CPU-offload rotary embedding incompatibility in Qwen3_5Moe; not the same bug." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage and Strix Halo mmap OOM are unrelated root causes and fixes." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective with PEFT LoRA while the other forbids eval mode; different concrete issues." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference leakage and Gemma4 PLE device mismatch are unrelated model-specific bugs." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer construction in SwitchTransformersConfig is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and a broken official Nemotron example may be related in the same family, but the titles do not establish the same concrete defect." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Both report the same resize_token_embeddings regression: token embedding/output embedding tables are not updated as expected." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS histogram-on-Int error in MoE code is unrelated to Nemotron example breakage." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen VL models and strict-config Granite Speech loading are different problems." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state save/load handling and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to the RLHF NaN/SDPA fallback issue." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "flash_attention.py crash on s_aux=None is a distinct attention-path bug from Gemma4 FSDP2 KeyError." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Custom-model source-file permissions during save_pretrained and wrong custom-module loading after save_pretrained are separate bugs." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash test loading failure and Qwen3.5 save_pretrained regression are different save/load issues." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and mistral_common continue_final_message behavior are different tokenizer paths." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both are the same resize_token_embeddings propagation bug, reported against different model variants and output embedding locations." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and meta-device loading failures are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom-model initialization breakage in notebooks and Trainer max_steps miscalculation on checkpoint resume are different subsystems." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and ScandiBERT loading failure are not the same defect." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom model initialization and extra_state save/from_pretrained handling are distinct issues." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility and autocast dtype mismatch are different compatibility failures." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Granite tokenizer ID regression and slow convert_tokens_to_ids are different tokenizer problems." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer performance regression and CodeLlama leading-space round-trip regression are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline regression and generic tokenization-version changes are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve custom models under Transformers 5.0.0, but one is base_model_prefix loading and the other is notebook initialization; not one concrete defect." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention group-type crash and non-template-node compile error are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline return_language regression and from_pretrained-in-class inconsistency are different API behaviors." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility and Mistral-3 image preprocessor dtype mismatch are not the same issue." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and template-node compile failure are distinct." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen VL video-input regression and mask/tensor shape IndexError are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies one clearly supported duplicate-like subgroup around resize_token_embeddings/output_embeddings and treats the other pairs as distinct rather than over-merging them. The accepted soft-edge verdicts for issues 45276/45292 and 45292/45335 are consistent with the issue titles and evidence provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 9, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43541", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46821" + ], + "soft_pairs": [ + "issue:43906|issue:44530", + "issue:43901|issue:44509", + "issue:43425|issue:44918", + "issue:43994|issue:44079", + "issue:44671|issue:44991", + "issue:44265|issue:44898", + "issue:36032|issue:43452", + "issue:39404|issue:44912", + "issue:44164|issue:45759", + "issue:46050|issue:46326", + "issue:43906|issue:46326", + "issue:43299|issue:43931", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44164|issue:46821", + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:43716|issue:45084", + "issue:36032|issue:42915", + "issue:46285|issue:46402", + "issue:44737|issue:45859", + "issue:32090|issue:39404", + "issue:44661|issue:44683", + "issue:43643|issue:44530", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:42915|issue:44530" + ], + "prepared_review_unit_hash": "0c970c38fdf0e4561df43d48731fbc0ba50857d85da742ec09d01fe7f0ab043f", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37073, + "estimated_input_tokens": 9269, + "estimated_eval_tokens": 18794 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a very heterogeneous cluster of Transformers issues: model/tokenizer loading regressions, docs mismatches, quantization/training problems, and unrelated export/compile bugs. The soft edges are mostly semantic false positives; I did not find a convincing duplicate pair.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43611 is the broadest representative of the cluster\u2019s dominant theme: Transformers v5 loading regressions. It is still only an umbrella-like fit, not a true duplicate of most other items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best single representative because it captures the recurring model-loading breakage pattern seen in several nearby reports, even though the cluster overall is not a single bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Different failures: isolated reproduction of an older issue vs Qwen3.5 PagedAttentionCache group-type crash." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they concern different pipeline docs changes and different regressions." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Unrelated problems: Torch 2.10 compatibility vs TRL SFT trainer unpacking embeddings." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Different bugs: SigLIP2 producing bad outputs vs ModelOutput key assignment when a prior key is None." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both affect tokenization/model loading in v5, but they are different models and different failure modes." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to Perceiver non-default-resolution image classification." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer init conflict is unrelated to gguf_file handling in from_pretrained." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "save/from_pretrained extra_state handling is a different serialization bug than text_config unwrapping." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized model save/load corruption is unrelated to continue_final_message tokenizer behavior." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "No shared underlying bug; one is a reproduction of an older issue, the other is mistral_common final-message handling." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a generic dev0 regression and the other is a specific weight-shape mismatch; not enough to treat as one bug." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer problems on different models; one is est-roberta loading, the other is Mistral regex patching." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage is unrelated to disabling mmap on Strix Halo." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO3/BertModel index error is unrelated to compiled flex_attention on newer torch." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state serialization and TimesFM window_size AttributeError are different code paths." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer loading bugs with different root causes and models." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both mention loading failures, but sleng-bert tokenizer loading and fast model loading on transformers>=5.1.0 are not the same defect." + }, + { + "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." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is different from DeepSeek-Coder tokenizer output being incorrect after a prior fix gap." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Ministral BPE-marker handling and Mistral3 lm_head tying are unrelated model-specific bugs." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image preprocessor dtype mismatch is unrelated to a template-node compilation error." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer method conflict is unrelated to Qwen3 MoE FineGrainedFP8Config loading failure." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP text-model structure drift is unrelated to Sam3 text encoder weights not loading." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU device placement bug is unrelated to Qwen3_5Moe rotary embedding CPU offload compatibility." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper pipeline return_language regression." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping/add-new-model-like failure is unrelated to flex_attention compilation on torch>=2.9." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code missing config fields and Qwen3.5 PagedAttentionCache crash are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure is unrelated to the template-node compilation error." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Loading vesteinn/ScandiBERT and loading physical-intelligence/fast fail for different reasons." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3 MoE FineGrainedFP8Config failure is unrelated to Qwen3.5 linear_attention group-type crash." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 10, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43582", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46326" + ], + "soft_pairs": [ + "issue:40990|issue:43421", + "issue:43582|issue:43632", + "issue:43644|issue:43646", + "issue:34567|issue:40444", + "issue:44811|issue:45584", + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:43883|issue:44488", + "issue:40444|issue:46326", + "issue:36032|issue:43645", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:44987|issue:44991", + "issue:43262|issue:43377", + "issue:43883|issue:44991", + "issue:43746|issue:46326", + "issue:42915|issue:45084", + "issue:44403|issue:45081", + "issue:44464|issue:45987", + "issue:43646|issue:44534", + "issue:43645|issue:44534", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:43404|issue:44466", + "issue:43994|issue:44610", + "issue:44987|issue:45081", + "issue:42915|issue:44291", + "issue:44451|issue:45081", + "issue:28530|issue:34567", + "issue:36032|issue:43742", + "issue:42915|issue:44589", + "issue:43089|issue:45987" + ], + "prepared_review_unit_hash": "3435688660bcb8bbf4c107363c41c9035b66a58855dcf722c709af37cf7b86f4", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37689, + "estimated_input_tokens": 9423, + "estimated_eval_tokens": 19102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated Transformers issues, with one small v5 custom-model-initialization/buffer-handling subcluster centered on issue 43646. Most soft pairs are different bugs or different model/code paths.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 43646 is the broadest and most representative report in the only clear duplicate-like mini-cluster: a v5 regression around custom model initialization and buffer handling.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best umbrella issue because it captures the shared initialization regression without narrowing to a notebook-only or buffer-only symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Early stopping metric lookup and runtime tokenizer post-processor updates are unrelated bugs." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and `_is_hf_initialized` loading regression affect different code paths." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": true, + "reason": "Both point to the same v5 custom-model-initialization regression; 43644 is a concrete buffer symptom of the broader issue described in 43646." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Token-count tracking and multi-image iterable fine-tuning failure are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper decode special-token handling and empty-transcription generation failure are different bugs." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Package/backend inclusion and backend-mapping validation are separate issues." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "They describe different audio feature-extraction failures with different triggers." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing tied-weights metadata and a specific model-loading failure are not the same bug." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multi-image iterable finetuning and mistral_common final-message handling are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5 tokenizer method conflicts and custom-model initialization in notebooks are different issues." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF loading, but one is a general `gguf_file` API break and the other is a specific model/version failure; not clearly the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload loading and GGUF loading failure are distinct load paths." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "A template compilation error and a GraniteMoEHybrid invalid-method call are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Different models and likely different tokenizer/loading regressions." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Default sampling-rate handling and padding-mask batching mismatch are separate audio bugs." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "A tied-weights attribute error and a tokenizer loading failure are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT-adapter checkpoint loading and mistral_common message continuation are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and a template compilation error are different problems." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noise/logging on load and Mistral regex patch crashes are not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked-generation inconsistency and cache length return-type mismatch are different generation regressions." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": true, + "reason": "These are the same v5 custom-model-init / non-persistent-buffer corruption regression stated at different levels of specificity." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook-specific custom-model initialization and buffer junk are related in theme but not clearly the same concrete bug." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior and Qwen2.5-VL rope-index scaling are different model-specific regressions." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI batching/padding-mask behavior and DAC latent conversion mismatch are different audio-model bugs." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights, but one is a model-specific tie bug and the other is device-dependent serialization behavior; not clearly the same change." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Nonsensical model outputs and wrong processor input size are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "A model load failure and a Mistral regex patch crash are different issues." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Fine-grained FP8 config failure and `_is_hf_initialized` init_empty_weights argument error are distinct regressions." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "A model load failure for ScandiBERT and a tokenizer regex-patch crash are unrelated." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and token-count tracking are unrelated Trainer bugs." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer special-token conflicts and a key error while loading MobileLLM-125M are different loading issues." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure and missing Float8 storage are both quantization-adjacent, but not the same concrete bug." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and cache length contract mismatch are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The identified mini-cluster around 43644/43645/43646/44534 is plausible, and the other pair rejections are generally cautious rather than overstated. I don\u2019t see a clear precision error strong enough to reject." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 11, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42796", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:43632|issue:46821", + "issue:44062|issue:44987", + "issue:44265|issue:44610", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:43531|issue:44877", + "issue:36032|issue:41720", + "issue:45216|issue:45357", + "issue:44991|issue:46315", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:44220|issue:44683", + "issue:43611|issue:44534", + "issue:40444|issue:45325", + "issue:45812|issue:46491", + "issue:43632|issue:44756", + "issue:44403|issue:44991", + "issue:43792|issue:44589", + "issue:43381|issue:45923", + "issue:42796|issue:43746", + "issue:44291|issue:44589", + "issue:33666|issue:40444", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:44079|issue:45663", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:43482|issue:45538", + "issue:41553|issue:43582", + "issue:43632|issue:44534" + ], + "prepared_review_unit_hash": "9c2d2f270fcc3adb33927c1fec462784ba09224529135c0b509139cf2f14d6df", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36497, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated issue reports across tokenizers, multimodal models, checkpointing, and version-compatibility regressions. I don\u2019t see a single canonical issue/PR, and none of the soft edges are convincing duplicates under a strict triage standard.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated bugs and regressions rather than one underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong representative because the cluster is heterogeneous; any pick would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Different regressions in different code paths: `_is_hf_initialized` loading vs TimesFM `window_size` attribute handling." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Both involve tokenizers, but one is an `AddedToken` kwarg conflict and the other is tokenizer loading for a specific model." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "`torch.export` failure for `torch_compilable_check` is unrelated to OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal model issues, but one is a Llava Next load crash and the other is a Qwen3OmniMoe video-processing `ValueError`." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Same broader Qwen-VL area, but video-input regression and still-image rope-index scaling are not the same concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "`sliding_window` in Qwen3-MoE and strict Granite Speech config loading are unrelated problems." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method-name conflict is unrelated to the Qwen3 auto device-mapping CUDA assert." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5 save_pretrained, but one is a broad checkpoint regression and the other is a specific lingering visual-encoder key issue." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure and `convert_tokens_to_ids` performance regression are different bugs." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to the loading-noise issue." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading failure and Qwen3-MoE `sliding_window` behavior do not share the same code path." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Fbank feature extraction and compiled flex_attention failures are separate subsystems." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "`base_model_prefix` loading breakage and non-persistent-buffer junk filling are different v5 regressions." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is not the same as Qwen2.5-VL still-image temporal position scaling." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer correctness issues, but Granite token IDs and CodeLlama space stripping are distinct bugs." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "`_is_hf_initialized` loading failure is unrelated to Strix Halo mmap OOM behavior." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Loading-noise behavior and tokenizer-loading failure are not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model runtime failure is unrelated to the Float8 storage lookup error." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and missing `supports_gradient_checkpointing` flag are different issues." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` init argument and missing Float8 storage object are separate regressions." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both mention Qwen VL training, but multi-GPU training and multi-image IterableDataset failure are different problems." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper `batch_decode` skipping specials are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Ministral tokenizer BPE markers and DeepSeek accuracy regression are not the same underlying bug." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma-4 FSDP2 `shared_kv_states` rebuilding are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading and missing `pad_token_id` on Llama4Config are different compatibility errors." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to multi-image finetuning failure." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer `model_max_length` default are unrelated tokenizer/model-loading issues." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer error messaging for Voxtral and AppleSilicon `caching_allocator_warmup` TypeError are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "`_is_hf_initialized` regression and junk-filled non-persistent buffers are separate v5 issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 12, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43531", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:43317|issue:43856", + "issue:43531|issue:44291", + "issue:43421|issue:44568", + "issue:42175|issue:45542", + "issue:41720|issue:45081", + "issue:44079|issue:44534", + "issue:44462|issue:45812", + "issue:44829|issue:45479", + "issue:43296|issue:46821", + "issue:43818|issue:46402", + "issue:43611|issue:43646", + "issue:43377|issue:45491", + "issue:42175|issue:43296", + "issue:43644|issue:44079", + "issue:43818|issue:45357", + "issue:43792|issue:43957", + "issue:44265|issue:45072", + "issue:45325|issue:45381", + "issue:43493|issue:43994", + "issue:45325|issue:45834", + "issue:40444|issue:45381", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:42796|issue:45381", + "issue:44479|issue:45823", + "issue:43606|issue:44265" + ], + "prepared_review_unit_hash": "75433e0d57a4ae6022d6730c3c363edd72f808b7c41fd7ead32764f482990f1b", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36687, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated Transformers bug reports across different models and subsystems (Qwen/VL, tokenizers, loading, offload, serialization). Only the two SigLIP2 reports look like the same underlying incorrect-output bug.", + "confidence": 0.46, + "canonical_issue_reason": "issue:43493 is the clearest root-cause-style report in the only convincing duplicate pair; it frames the SigLIP2 HF-vs-JAX discrepancy that likely explains the user-facing bad outputs in 43994.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the best representative issue here because it is concrete, diagnostic, and most likely to subsume the related SigLIP2 symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Both mention Qwen3/MoE or offloading-related pain, but one is a device-mapping dequantization failure and the other is a training memory inefficiency; different bugs." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the init_empty_weights TypeError from the unexpected _is_hf_initialized argument." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-adjacent, but one is runtime post-processor refresh logic and the other is add_special_tokens/BOS-EOS insertion for a specific tokenizer." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both involve TensorFlow packaging/backend setup, but they target different failure modes and install configurations." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Different code paths: Qwen3 device-mapping CUDA assert vs Mistral regex patch crashing on tokenizer backend access." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are separate Transformers v5 regressions with different symptoms and code paths." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are AutoTokenizer regressions, but one ignores repo tokenizer.json while the other produces wrong Granite token IDs; not the same bug." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both describe degenerate training, but one is tied to flash_attention_3 and the other to problem_type=num_labels=1 classification behavior." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Completely different models and failure modes: PaddleOCR-VL loading in vLLM vs TimesFM window_size AttributeError." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different multimodal-model issues: Video-LLaVA tower/weights mismatch vs Sam3Model text encoder weights not loading." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are broad Transformers v5 loading regressions, but one is about base_model_prefix and the other custom model initialization; too different to merge." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batched-input correctness, but MIMI missing padding-mask support is not the same as Gemma3 all-padding sliding-window NaNs." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow backend packaging vs PaddleOCR-VL model loading are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization and ModelOutput key assignment are distinct v5 regressions." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA architecture/weight-sharing bug is unrelated to Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device loading breakage are different bugs." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export exportability and bfloat16 dtype mismatch are unrelated issues." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id regressions, but one is still-image temporal scaling and the other is video-input vision_position_ids; not clearly the same underlying bug." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same model family and same symptom class: SigLIP2 produces wrong/nonsensical outputs, with 43493 giving the diagnostic HF-vs-JAX discrepancy that likely explains 43994." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL position-id logic is unrelated to Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is a different Qwen2.5-VL issue from video vision_position_ids." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both involve lm_head/tied-weights topics, but one is a missing tie causing garbage generation while the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and Qwen2.5-GGUF loading in v5 are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights argument handling and strict config loading are separate Transformers v5 compatibility problems." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offload behavior and tokenization-version changes are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to Qwen2.5-VL rope/position-id bugs." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling and Qwen2.5-VL video position ids are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are unrelated model-specific failures." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch and torch.export/torch_compilable_check export failure do not share the same code-path problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the soft-edge verdicts stay conservative overall. The only accepted pair, issue:43493 and issue:43994, is a plausible same-bug match based on the shared SigLIP2 incorrect-output symptom, while the other pairs are reasonably rejected as different failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 13, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45584", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821" + ], + "soft_pairs": [ + "issue:40990|issue:45584", + "issue:43262|issue:43746", + "issue:43828|issue:46821", + "issue:43881|issue:44488", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43377|issue:44610", + "issue:46305|issue:46315", + "issue:43257|issue:45923", + "issue:44568|issue:45920", + "issue:45823|issue:46821", + "issue:43454|issue:45072", + "issue:42796|issue:46209", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:43749|issue:44534", + "issue:43572|issue:45759", + "issue:43526|issue:43883", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:43881|issue:44991", + "issue:36331|issue:42617" + ], + "prepared_review_unit_hash": "96a3f48ec315b569e6e76c574cf75b11e3c3c88caecb7feccb811e880b494d94", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36799, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are only loosely related by broad themes like loading, offloading, tokenization, or generation, but they describe different models, code paths, and failure modes. I do not see any true duplicate pairs among the soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43873 is the broadest and most central representative of the cluster\u2019s recurring loading/offloading/device-mismatch theme, with the strongest discussion/inbound activity. Even so, it is better treated as the umbrella issue than as a true duplicate match for the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 best captures the shared high-level theme of runtime offloading/loading regressions across the cluster, making it the most useful representative issue for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Both involve generation quality, but one is perplexity on gpt-oss and the other is Whisper empty-transcription handling after token alignment; different models and distinct bugs." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and GraniteSpeech PEFT local checkpoint loading are unrelated code paths and symptoms." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Both mention dtype/argument issues in generation-like flows, but one is an autocast dtype mismatch in Phi MoE and the other is a TimesFM window_size AttributeError." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "glm-4v-9b loading failure and cjvt/sleng-bert tokenizer load failure are different model families and different failure mechanisms." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is a generation API bug; Qwen3 auto device mapping on A800 is a device-placement/runtime assert issue." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and inputs_embeds/past_key_values are unrelated: audio processor preset handling vs generation cache/embed handling." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head tying and Bamba torch.compile SDPA failures are different model implementation problems." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch for Bark-small and DAC.from_latents vs forward mismatch are separate bugs in different models." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 docs errors and Qwen2.5-VL iterable multi-image finetuning failure are documentation vs training/data-pipeline issues." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crashes and torch.export.export with torch_compilable_check are unrelated tokenizer vs export/runtime issues." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both are device_map-related, but Qwen3 auto-mapping cudaErrorAssert and Gemma4 PLE device mismatch are different models and different device bugs." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI encoder padding-mask batching and OmDet-Turbo processor/model resolution mismatch are separate multimodal bugs." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "MoonshineStreaming sliding window off-by-one and tokenizer convert_tokens_to_ids slowdown are unrelated streaming vs tokenizer performance issues." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weights not converted during accelerate+deepspeed loading and Nemotron gradient-checkpointing flag missing are different loading vs config-flag bugs." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "mdeberta add_special_tokens regression and AutoTokenizer wrong token IDs across multiple models are both tokenizer regressions but not the same underlying bug." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 PLE device mismatch during forward and TimesFM window_size AttributeError are unrelated model/runtime failures." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision weight tying and dtype mismatches in SwitchTransformers/TimmWrapperModel are different failure classes." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Ministral tokenizer BPE-marker handling and FP8 inference on B200 are unrelated tokenizer vs hardware-kernel issues." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both concern offload/loading, but one is dequantized model loading with device_map=auto and the other is quantization/offloading behavior in general; different concrete code paths." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batching/padding-mask behavior and Perceiver non-default-resolution interpolation are both vision-model issues but not the same bug." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking during accelerate loading are distinct model-loading problems." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model benchmark and gradient checkpointing being ineffective with PEFT LoRA are unrelated training/evaluation issues." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure and Qwen3Moe FineGrainedFP8Config failure are different scripts/models and different failure modes." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk in Transformers v5 are both loading-related but not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLm missing pad_token_idx and AutoModelForCausalLM not unwrapping text_config are separate config-handling regressions." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and Molmo missing all_tied_weights_keys are unrelated processor vs model attribute issues." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segfault on load and sinq quantized model save/load breakage are different model-loading failure modes." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both can happen during loading, but Qwen3 device-map asserts and Llava Next segfaults are distinct model/runtime paths." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "glm-4v-9b load failure and EMBEDDIA/est-roberta tokenizer loading regression are different model classes and symptoms." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer.compute_loss signature mismatch and 3d_parallel.py runtime failure are unrelated trainer API vs script execution bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 14, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45685", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46665", + "issue:46821" + ], + "soft_pairs": [ + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:44466|issue:45357", + "issue:43450|issue:45701", + "issue:40990|issue:45701", + "issue:43065|issue:46402", + "issue:41720|issue:42617", + "issue:43873|issue:44756", + "issue:44186|issue:45072", + "issue:26413|issue:28530", + "issue:43550|issue:43720", + "issue:45685|issue:46821", + "issue:43577|issue:43708", + "issue:43295|issue:45701", + "issue:43550|issue:43606", + "issue:43646|issue:46665", + "issue:44186|issue:44610", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:43404|issue:45357", + "issue:44008|issue:45823", + "issue:36010|issue:42617", + "issue:44423|issue:45406", + "issue:45632|issue:45684", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:28530|issue:33666", + "issue:42915|issue:46291" + ], + "prepared_review_unit_hash": "fd3e2733fb1f276dff50d160896ec16fa2daa92d49cb76e21427af596891f755", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36794, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is broadly heterogeneous: it mixes unrelated trainer, tokenizer, multimodal, quantization, save/load, and serving bugs. None of the soft pairs look like the same underlying defect or a plausible single merged fix, so all soft edges are rejected. If a representative issue is needed, #43708 is the clearest, best-scoped regression report.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #43708 is the strongest representative in the set because it is a concrete, reproducible Trainer regression with a precise failure mode and clear scope, even though it is not a duplicate of the other issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43708 is the most actionable and well-specified issue here, with a direct repro path and a clearly stated bug in resume/checkpoint logic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both mention memory/performance regressions, but one is int4 CUDA reserved-memory OOM and the other is a T5/apex RMSNorm leak; different root causes and models." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Same broad Qwen3.5 area, but one is an auto device-map cuda assert and the other is a flash-attention generation failure; not the same bug path." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer compute_loss keyword mismatch is unrelated to Qwen3Moe failing with FineGrainedFP8Config." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are separate loading failures with different causes." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve model serialization, but one is tied lm_head.weight behavior and the other is incorrect visual encoder keys for Qwen3.5; different defects." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batched-shape bug and tokenizer version-dependent behavior are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and tokenization changes across versions are not the same issue." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Both touch Sam3, but one is a dummy Conv2d in the pixel decoder and the other is missing text-encoder weight loading; different code paths." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and inability to run 3d_parallel.py are unrelated runtime failures." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offloading behavior and Strix Halo mmap OOM are separate memory-management problems." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume epoch-iterator failure and early-stopping metric lookup are different Trainer control-flow bugs." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and BitNet weight-unpacking during accelerate loading are different model/backend issues." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MoE histogram MPS error and TimesFM window_size AttributeError are unrelated model bugs." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype staying float32 after load is unrelated to resume_from_checkpoint max_steps miscalculation." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression for multimodal custom code and tokenization changes across versions are not the same defect." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and suno/bark-small CPU offload device mismatch are different issues." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both are custom-code regressions after newer Transformers, but they affect different APIs and failure modes." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and OmDet-Turbo processor resolution mismatch are separate processor bugs." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and dequantized model offload loading failure do not share the same root cause." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both involve image size handling, but OmDet-Turbo returns 640px while Perceiver fails on non-default resolution; different model logic." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head tying in Mistral3 and Qwen3.5 visual-encoder save keys are distinct serialization/tie-weight problems." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable-name collision in forward and Gemma4 PLE device mismatch under auto mapping are different bugs." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and 3d_parallel.py runtime failure are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve/multimodal crashes, but they involve different processors and distinct missing-attribute errors." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Trust-remote-code cache path collisions and read-only permission propagation in save_pretrained are unrelated filesystem issues." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device assert and GPT-OSS MoE tensor-parallel failure are separate parallelism problems." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and missing pad_token_idx in StableLmConfig are unrelated config bugs." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric lookup and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and transformers.pipelines import breaking on kernels version/revision are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 15, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43425", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44671", + "issue:44743", + "issue:44913", + "issue:45059", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46665", + "issue:46821" + ], + "soft_pairs": [ + "issue:44671|issue:44743", + "issue:36331|issue:41720", + "issue:43526|issue:43881", + "issue:44186|issue:44361", + "issue:43425|issue:46821", + "issue:43716|issue:46821", + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:43873|issue:45704", + "issue:44387|issue:45701", + "issue:43606|issue:43720", + "issue:29159|issue:36032", + "issue:44492|issue:44509", + "issue:44534|issue:46665", + "issue:43531|issue:45759", + "issue:41720|issue:43746", + "issue:42490|issue:43329", + "issue:43606|issue:43653", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:43531|issue:46821", + "issue:34567|issue:35707", + "issue:34634|issue:41720", + "issue:43531|issue:44589" + ], + "prepared_review_unit_hash": "6f51e81ab92c984e8dc0cb2f97a97fe15b5c2416d017286f71d0a9008e634d77", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35715, + "estimated_input_tokens": 8929, + "estimated_eval_tokens": 18114 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: the issues span unrelated areas (tokenizers, multimodal models, training APIs, quantization/offload, docs, and serving). All soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the items are heterogeneous and do not share one underlying bug or code path.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative; picking any one would be arbitrary because the cluster is not about one defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different model families and failures: CamemBERT masked-LM prediction bug vs Qwen3 modular recurrent-state reset logic." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Training API signature mismatch in CustomTrainer vs Qwen3 device-mapping CUDA assert; unrelated code paths." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs glm-4v-9b loading failure; no shared underlying defect." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer crashes, but on different tokenizers and causes (LayoutLMv2 NER/padding vs MLuke task AttributeError)." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch 2.10 compatibility issue vs TimesFM window_size AttributeError; different layers and symptoms." + }, + { + "left": "issue:43716", + "right": "issue:46821", + "accept": false, + "reason": "Multimodal dtype mismatch vs TimesFM argument handling; no common code path." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs GPTNeoX rotary_pct reload regression; unrelated config bugs." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early-stopping metric lookup failure vs image processor failing on void segmentation maps; different subsystems." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs Llava Next segmentation fault; distinct model-loading problems." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error with CLIP model vs generation with inputs_embeds/past_key_values; unrelated inference bugs." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe vs Qwen3VL weight_only load failure; different failure points." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Vision segmentation-map processing bug vs BarkProcessor voice_preset issue; different processors and domains." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba vs BigBirdTokenizer special-token registration; not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior vs T5 apex RMSNorm memory leak; separate defects." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization memory growth vs tokenization changes across versions; different behavior and likely different fixes." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both CI-related, but one is CPU-offload device mismatch and the other is packed-weight unpacking in accelerate loading." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer inconsistency between slow and fast implementations vs T5Tokenizer load-time add_special_tokens method conflict." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies vs stale docs mentioning removed pipeline tasks; different documentation problems." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization bug in v5 vs inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs AutoModelForCausalLM.from_config not unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local-checkpoint loading; unrelated model/runtime issues." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path trailing-slash import warning vs undefined variables in multimodal token counting video branch; different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU-offload device mismatch vs BigBirdTokenizer mask-token registration; no shared underlying change." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metrics gathering truncation in the last batch vs SAM3 text/bounding-box behavior; different components." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in transformers serve vs Qwen3.5 streaming chat/completions failure; separate serving paths." + }, + { + "left": "issue:45701", + "right": "issue:45704", + "accept": false, + "reason": "Tokenization behavior changed across versions vs T5 memory leak in apex RMSNorm; unrelated regressions." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs TimesFM window_size AttributeError; only superficial parameter-name similarity." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState num_input_tokens_seen not updating vs progressive generation with inputs_embeds/past_key_values; different training vs generation code." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset bug vs Qwen3 auto device-mapping CUDA assert; unrelated model families." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs Float8 storage lookup error; different runtime failures and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 16, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43644", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:45987", + "issue:46032", + "issue:46050", + "issue:46402", + "issue:46463", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46829" + ], + "soft_pairs": [ + "issue:44451|issue:44991", + "issue:45759|issue:45859", + "issue:45357|issue:46402", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44625|issue:45479", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44987|issue:45042", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:44368|issue:45357", + "issue:46655|issue:46693", + "issue:41720|issue:45704", + "issue:43746|issue:46050", + "issue:43421|issue:43927", + "issue:43381|issue:45704", + "issue:45704|issue:45923", + "issue:44918|issue:44936", + "issue:42886|issue:44843", + "issue:44514|issue:44545", + "issue:45759|issue:45923", + "issue:46032|issue:46463", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:43421|issue:43653", + "issue:30064|issue:36010", + "issue:45987|issue:46829", + "issue:43782|issue:45381" + ], + "prepared_review_unit_hash": "9fbdb28675cf53ff22447cfb50b508d735b1f2086771fd0b767a62a78a6962f6", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36985, + "estimated_input_tokens": 9247, + "estimated_eval_tokens": 18750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft pair looks like a true duplicate: the two Qwen2_5_VLProcessor batched-input crashes. The rest are similar only at a broad subsystem level (tokenizers, vision, loading, training, offline mode) and should stay separate.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 44514 is the older, clearer report of the same Qwen2_5_VLProcessor.apply_chat_template crash seen in 44545, so it is the best canonical issue anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "44514 is the strongest representative issue in this cluster because it exactly matches its duplicate and states the shared failure mode cleanly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading failures, but they involve different models and likely different regression paths." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a from_config/text_config unwrap bug and the other is a CPU-offload rotary embedding issue." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both concern checkpoint loading, but they target different model families and different missing-weight symptoms." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "These are unrelated config bugs: optional post_init handling versus num_labels propagation." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "One is about non-persistent buffer initialization; the other is about inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both touch classification config, but one is propagation of num_labels and the other is zero-loss behavior for single-label classification." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "An AddedToken constructor TypeError and a model-loading failure for a specific repo are not the same concrete bug." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different code paths: Perceiver resolution/interpolation behavior versus dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "One is a model loading regression, the other is an unnecessary torchvision dependency in PIL image processors." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "These are both training-related, but eval-mode gradient checkpointing restrictions and ZeRO-3 gradient growth are distinct issues." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both involve vision processors, but one is a docs/model mismatch plus quantization failure and the other is a processor input-size mismatch." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A tie_word_embeddings warning in fine-tuning is not the same as incorrect visual encoder keys being saved." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video padding calculation and FA2 long-context performance regression are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device mapping cuda asserts and T5 apex RMSNorm memory leaks are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local checkpoint loading and sinq quantized save/load breakage are different persistence bugs." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processing and DiaConfig custom-token-ID loss after save/load are separate tokenizer/config paths." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing in eval mode and a T5 RMSNorm memory leak do not share the same underlying fix." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "A memory leak in T5 is unrelated to a missing supports_gradient_checkpointing flag on Nemotron-3-Nano-Omni." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both mention trainer behavior, but unpacking embeddings in SFT and failing evaluate() after train() are different failures." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both relate to offline mode, but one is cache loading failure and the other is an unconditional model_info() call in a Mistral regex patch." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These are the same crash report: Qwen2_5_VLProcessor.apply_chat_template fails on batched input when padding=False." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2Mixer use_cache correctness and an incorrect decoder-input validation error message are not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Different problems: a SigLIP2 docs/example issue versus quantization offloading not behaving as expected." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint loading for PEFT adapters is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "They both affect model outputs, but the affected models and failure modes are different." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token post-processor updates and BigBirdTokenizer mask-token registration are distinct tokenizer bugs." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "An image processor segmentation-map bug and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "A return-type contract issue for StaticCache is unrelated to VideoPrism mislabelling hidden_states." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen multimodal bugs: a weight_only load error versus incorrect video vision_position_ids." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:44514 vs issue:44545, is well-supported by matching titles and the same batched-input/padding=False crash. The rejected pairs are framed cautiously at the issue-title level without overstating duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 17, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:46294", + "issue:46665", + "issue:46693" + ], + "soft_pairs": [ + "issue:43421|issue:44186", + "issue:45081|issue:45356", + "issue:45356|issue:45907", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:43596|issue:44220", + "issue:43295|issue:45834", + "issue:43550|issue:45072", + "issue:43550|issue:43927", + "issue:43540|issue:46294", + "issue:44062|issue:44488", + "issue:45381|issue:46693", + "issue:43618|issue:43697", + "issue:44220|issue:44661", + "issue:43531|issue:43643", + "issue:43611|issue:46665", + "issue:43653|issue:43819", + "issue:44186|issue:44898", + "issue:30064|issue:36331", + "issue:41720|issue:44991", + "issue:43643|issue:44877", + "issue:43335|issue:43756", + "issue:43550|issue:43819", + "issue:43540|issue:44008", + "issue:44821|issue:45084", + "issue:44843|issue:45081", + "issue:39692|issue:45834", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:44485|issue:44509", + "issue:43644|issue:43749" + ], + "prepared_review_unit_hash": "7262b76498b9f437622e28382fa9343edc214bbd8dedd79e7d64677a0a587e7f", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37162, + "estimated_input_tokens": 9291, + "estimated_eval_tokens": 18838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of distinct Transformers issues, mostly around v5-era loading, tokenizers, and multimodal/model-specific regressions. The high textual similarity appears to be theme-level, not duplicate-level; none of the candidate soft edges look like the same underlying bug.", + "confidence": 0.46, + "canonical_issue_reason": "issue:43611 is the most representative anchor because it is a broad v5 loading regression and sits near the center of the cluster\u2019s recurring model/config/tokenizer-loading complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best single issue to represent the cluster since it is version-wide and general, whereas the others are narrower, model-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Runtime special-token/post-processor update bug vs LayoutLMv2 NER/padding crash; different tokenizer paths and models." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Same tokenizer area, but one is a Mistral regex backend crash and the other is a Kimi codec/regression warning issue." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs repo-file revision forwarding CI break; unrelated subsystems." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading issue vs DAC latent reconstruction mismatch; different models and code paths." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug vs BitNet accelerate-loading bug; not the same failure." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "BertModel/DeepSpeed Zero3 index error vs audio fbank feature extraction issue; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 vs Kosmos2.5 long-OCR input index error; both multimodal but distinct." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba torch.compile SDPA failure vs SwitchTransformers/TimmWrapper dtype mismatch; different models and symptoms." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba compile/SDPA bug vs DiaConfig token-ID persistence bug; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Different Qwen video bugs with different models and failure points: video processing ValueError vs chat-template token mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken duplicate-arg TypeError vs tokenizer load failure for a specific model; different tokenizer code paths." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Video vision_position_ids bug vs FA2 long-context performance regression; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment regression vs RTDetrV2 output difference; different model behaviors." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug vs add-new-model-like TOKENIZER_MAPPING_NAMES issue; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs trust_remote_code AutoConfig missing fields; different code paths." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both are loading-related, but one is a broad v5 model-loading regression and the other is inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration vs DAC latent/STE mismatch; no shared underlying bug." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash vs Perceiver image-classification resolution bug; different models and inputs." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor void segmentation map failure vs CustomTrainer compute_loss signature change; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 device-map cuda assert vs tokenizer load failure for est-roberta; different subsystems." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config loading, but the specific bugs differ: missing fields with trust_remote_code vs strict granite_speech config rejection." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug vs Smollm3 RoPE-layer count bug; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure vs DAC from_latents mismatch; no common code path." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal, but one is Qwen video processing and the other is Gemma3n variable collision in forward()." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading issue vs template-node compilation TypeError; unrelated." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch Mistral regex patching, but one is offline-mode network access and the other is a backend_tokenizer AttributeError." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 documentation example errors vs Kosmos2.5 OCR long-input crash; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer; different models and failure modes." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus v4/v5 output mismatch vs CamemBERT masked-LM regression; distinct model-specific bugs." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion vs docs mentioning removed pipeline tasks; different topics." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs FSDP CPU RAM efficient loading breakage; related to loading but not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 18, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665" + ], + "soft_pairs": [ + "issue:34634|issue:36010", + "issue:43322|issue:45685", + "issue:45183|issue:45479", + "issue:43606|issue:45072", + "issue:45584|issue:45834", + "issue:43716|issue:44008", + "issue:44479|issue:45834", + "issue:43388|issue:46032", + "issue:43950|issue:45987", + "issue:44991|issue:46291", + "issue:43582|issue:46512", + "issue:43577|issue:43818", + "issue:43825|issue:43994", + "issue:43782|issue:44977", + "issue:46294|issue:46463", + "issue:44561|issue:45020", + "issue:43421|issue:44811", + "issue:44805|issue:44936", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:43825|issue:43827", + "issue:28218|issue:29159", + "issue:43749|issue:44291", + "issue:43645|issue:46665", + "issue:43577|issue:43582", + "issue:44671|issue:45701" + ], + "prepared_review_unit_hash": "5569fd4788316576ed6c86a48be42e08bf1db039f8de547634b3ed33f81e9dd3", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36205, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft links span unrelated tokenizer, multimodal, loading, dtype/device, and training/eval bugs. I do not see any pair that is clearly the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45020 is the broadest umbrella for recent-version breakages, but it is still only a loose fit and does not \u05d1\u05d0\u05de\u05ea unify the unrelated bugs in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the least-bad triage bucket for the v5/remote_code regression subset, but it is too generic to serve as a true canonical for the whole group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Different bugs: Bark voice_preset handling vs a GenerationMixin import failure." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated failures in different code paths: Llava Next loading segfault vs MPS histogram on Int." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "One is input validation/error messaging; the other is a loss-function regression for single-label classification." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both are device/dtype-adjacent, but on different models and different failure modes; not the same bug." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription/alignment issue is unrelated to Kosmos2.5 long-ocr index errors." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal model bugs: dtype mismatch in Mistral-3 preprocessing vs Gemma 3n attribute collision." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video regression and Kosmos2.5 OCR index error are separate model-specific issues." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Training/eval metric gathering bug is unrelated to Mamba2 caching correctness." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to StaticCache sequence-length return type." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure and pipelines/kernel dependency import failure are different problems." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon TypeError in warmup is not the same as stale config.dtype after from_config." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Error-message wording for removed translation pipelines is not the same as SigLIP2 bad outputs." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading and Qwen3.5 flash-attention generation are different code paths." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen video chat-template mismatch is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention v5/remote_code breakage, but one is a specific removed utility and the other is a broad umbrella report." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "TokenizersBackend runtime post-processor updates and Whisper batch_decode skip_special_tokens are different tokenizer behaviors." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape mismatch and trainer.evaluate after training are not the same underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3Omni video-input ValueError and qwen2.5-vl vision_position_ids regression are separate video-input failures." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch and bfloat16 dtype mismatch are distinct multimodal inference bugs." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weights unpacking during accelerate loading is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Pipeline error-message regression and docs still referencing pipeline are related only broadly, not the same issue." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both are tokenizer-related, but one is added-token spacing and the other is a broader slow-vs-fast inconsistency report." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights _is_hf_initialized argument errors are different loading regressions." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Custom-model initialization in notebooks and from_pretrained inside Python classes are not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype propagation and Apple Silicon caching allocator TypeError are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is not the same as a general tokenization-change report." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 19, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43742", + "issue:43782", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45987", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46697", + "issue:46728" + ], + "soft_pairs": [ + "issue:45987|issue:46192", + "issue:42175|issue:45081", + "issue:34634|issue:36331", + "issue:45003|issue:46285", + "issue:46697|issue:46728", + "issue:43653|issue:44912", + "issue:43262|issue:43819", + "issue:43582|issue:44857", + "issue:43782|issue:45325", + "issue:45081|issue:45406", + "issue:44589|issue:45042", + "issue:43742|issue:45020", + "issue:45372|issue:46326", + "issue:43550|issue:44912", + "issue:45084|issue:45538", + "issue:43526|issue:43697", + "issue:43329|issue:45600", + "issue:44060|issue:44368", + "issue:43526|issue:44554", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:43906|issue:46209", + "issue:36010|issue:36331", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:43531|issue:45042", + "issue:43638|issue:44936", + "issue:42175|issue:46291" + ], + "prepared_review_unit_hash": "83fb6e5518ca17451c691ee8f1b6f57a0f6182bec13773cc8ef88af3c97700fb", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35924, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated Transformers regressions across different models, processors, trainers, and backends. None of the soft-edge pairs look like true duplicates under a strict same-bug/same-change standard.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45020 is the broadest umbrella regression report in the set ('recent transformers versions break models using remote_code'), but the overall cluster is too mixed for a strong canonical duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most representative of the cluster\u2019s general theme of version regressions breaking model loading, though it is still not a duplicate of the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "Different code paths: cache sequence-length typing vs. text_kwargs/return_tensors handling." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated failures: installation/backend packaging vs. tokenizer regex patching." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Different subsystems and symptoms: Bark voice presets vs. trainer loss signature changes." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Both are modeling-layer issues, but one is sys.modules access and the other is CLIP class structure; not the same bug." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both concern image patch sizing, but they affect different processors with different counting logic." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration is unrelated to MXFP4 quantization fallback during model loading." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC latent reconstruction/STE behavior." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Different platforms and failures: Apple Silicon allocator warmup TypeError vs CUDA AMP image loss crash." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Distinct Qwen VL bugs: weight_only loading error vs rope index scaling for still-image positions." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are processor/tokenizer crashes, but on different models and different missing attributes/code paths." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to torchvision requirement in PIL image processors." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A generic key error loading one model is not enough to match the broader remote_code regression." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is an import failure for Gemma 4 loading and the other is continue_final_message behavior." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile+SDPA failure is a different bug from MXFP4 quantization fallback." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIP tokenizer max-length bug are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different model families and different defects: label reduction vs divergent outputs in RTDetrV2." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video multimodal token counting bug is unrelated to removed auto-mapping config references." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Related theme around Qwen tied-weights warnings, but the concrete symptoms differ enough that they do not look like one fixable bug." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit label reduction and MPS attention correctness are different code paths." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer/model loading breakages, but for different models and different root causes." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion and multimodal video token counting are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an old issue is not the same as an FP8 inference failure on B200." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import error and CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch is unrelated to DiaConfig custom token-ID persistence." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Different breakages: GenerationMixin import path vs notebook custom-model initialization in v5." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL torchvision dependency regression are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "One is a zero3/non-pretrained Bert index error; the other is evaluate() failing after train()." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Package installation backend selection is unrelated to kernels v0.15 version/revision requirements." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 20, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44977", + "issue:45042", + "issue:45459", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701" + ], + "soft_pairs": [ + "issue:43720|issue:44610", + "issue:42490|issue:43257", + "issue:39692|issue:44912", + "issue:38175|issue:44610", + "issue:43746|issue:44811", + "issue:43643|issue:45759", + "issue:44387|issue:44617", + "issue:43854|issue:44977", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:43257|issue:43931", + "issue:46421|issue:46424", + "issue:42915|issue:43742", + "issue:43329|issue:44479", + "issue:45459|issue:45803", + "issue:43329|issue:43450", + "issue:43749|issue:44756", + "issue:44291|issue:45042", + "issue:43650|issue:43906", + "issue:42915|issue:44821", + "issue:43606|issue:45859", + "issue:34567|issue:40990", + "issue:43540|issue:46701", + "issue:43927|issue:44912", + "issue:29159|issue:34567", + "issue:43525|issue:46291", + "issue:28282|issue:29870", + "issue:43454|issue:43577" + ], + "prepared_review_unit_hash": "6d36a03a42de0e865803f871e0246af8513005f99e57b64863e0e875f315b446", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36246, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug/change. Most are same broad area at best (loading, video, cache, tokenizer) but have different concrete failure modes, models, or code paths, so they should stay separate.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the strongest standalone candidate: it describes a broad, high-impact loading regression, has the most discussion/inbound references, and is better specified than the other unrelated issues in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight loading under accelerate vs OmDet processor image-size mismatch are unrelated bugs." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path import warning is a path handling issue; Qwen3 MOE weight conversion under accelerate/deepspeed is a model-loading bug." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Doc-example errors for SigLIP2 do not match a GPT-OSS quantization fallback/loading regression." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Zero probabilities in SigLIP2 is a model-output issue; OmDet-Turbo input resolution mismatch is a preprocessing bug." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local checkpoint loading and Whisper batch_decode special-token handling are different code paths and failures." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig is not the same as AutoModelForCausalLM.from_config failing to unwrap text_config." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Int4 quantization memory regression is unrelated to Sam3Video OOM despite both mentioning memory." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7 loading-test failure and Qwen3.5 flash-attention generation bug are different model-specific issues." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Missing weight conversion with accelerate/deepspeed is unrelated to GPT-oss-20b CUDA OOM." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and Whisper batch_decode token skipping are separate processor behaviors." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "MOE weight conversion/loading under accelerate is not the same as Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is lazy-init/recompilation and the other is max_cache_length honoring; different defects." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and MobileLLM key error are distinct load-time errors." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Undefined helper variables in multimodal token counting is not the same bug as a broader v5.3.0 video regression." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer error masking via protobuf handling and Fuyu's bare except are different exception-swallowing bugs." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined variables in the video token-count branch and batched video shape errors occur in different parts of the pipeline." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage and Strix Halo mmap OOM are different memory-related loading problems." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized type error and PIL backend torchvision requirement are unrelated issues." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "The first item is too vague to match the isolated reproduction of issue 38071; no concrete shared bug is evident." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and AutoImageProcessor-from-URL failure are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but Bark device mismatch and Qwen3_5Moe rotary embedding are different model/code-path failures." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token accounting and GPT-oss perplexity are unrelated issues." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and DiffusionGemma image-text-to-text pipeline failure are different models and pipelines." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token-ID loss and GPT-OSS MXFP4 fallback are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency does not match TrainerState num_input_tokens_seen not updating." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config missing pad_token_id and pipelines import failing on kernels v0.15 are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "AutoModel missing PyTorch and Bart generate decoder_attention_mask UnboundLocalError are completely different problems." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight tying and BLIP2 dtype propagation are separate model-loading bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 21, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512", + "issue:46693", + "issue:46821" + ], + "soft_pairs": [ + "issue:44568|issue:45356", + "issue:44987|issue:45538", + "issue:28282|issue:34689", + "issue:43425|issue:46291", + "issue:42915|issue:45538", + "issue:43697|issue:45357", + "issue:33357|issue:34567", + "issue:43404|issue:45127", + "issue:42175|issue:43824", + "issue:45137|issue:45405", + "issue:43742|issue:44291", + "issue:28282|issue:29127", + "issue:44936|issue:46821", + "issue:43317|issue:45538", + "issue:44479|issue:46693", + "issue:44062|issue:44991", + "issue:44849|issue:45701", + "issue:43577|issue:46512", + "issue:42915|issue:43749", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:27957|issue:28282", + "issue:24643|issue:29159", + "issue:43540|issue:44560", + "issue:42175|issue:44488", + "issue:44987|issue:45907", + "issue:43540|issue:44479", + "issue:44291|issue:44821", + "issue:38175|issue:44898", + "issue:44568|issue:45488" + ], + "prepared_review_unit_hash": "689b1bdecfe3b276734c6229c050362fc47ba05177aac6230158efbe46318fbe", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36682, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers regression reports, mostly around tokenization, model loading, and backend/device edge cases. The soft pairs look superficially similar but do not describe the same concrete bug, so I would reject all of them as duplicates. No pull requests are present in this cluster.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45488 is the best representative issue: it describes a concrete, high-impact tokenizer regression with a clear failure mode and active user impact, making it a stronger canonical anchor than the more generic or highly model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45488 is the most suitable global issue candidate because it is specific, reproducible, and centrally about a real tokenizer behavior regression rather than a vague symptom or environment-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about add_special_tokens not adding BOS/EOS and the other is about codec handling / warning behavior in Kimi-K2.5; different bugs." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading failure for physical-intelligence/fast is unrelated to CLIPTokenizer model_max_length behavior; different code paths and symptoms." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch-missing ImportError is an environment dependency issue, while the Llama 3.2 Vision problem is a model-loading regression; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility is a version constraint issue, while the kernels import failure is about a missing revision/version argument; different root causes." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FineGrainedFP8Config failure and CLIPTokenizer max_length bug are unrelated subsystems with different failure modes." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output divergence in v5 and incorrect visual encoder keys on save_pretrained are separate regressions affecting different model workflows." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP loading is a runtime crash, whereas num_input_tokens_seen not updating is a Trainer state bookkeeping issue." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 and LoRA merge collapse with extended vocab are different model-state bugs, not the same underlying issue." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Missing TensorFlow backend in a torch install and missing Qwen2_5_VL import are unrelated packaging/import problems." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque IndexError and a PEFT version bump to an unreleased release are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "KeyError loading MobileLLM-125M and the unexpected _is_hf_initialized argument during init_empty_weights are distinct loading-path regressions." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch dependency and unclear LayoutLMv3 box-validation error are different issues with different scopes." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate-after-train failure and TimesFM window_size AttributeError are unrelated trainer/model issues." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "device_map=auto offload/dequantized model loading and CLIPTokenizer model_max_length are different subsystems." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression for several Qwen models and FA2 long-context performance regression are different problems: correctness vs performance." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Duplicate AddedToken keyword argument and tokenizer loading failure for est-roberta are not the same code-path problem." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state bug and broad tokenization changes across versions are not the same concrete defect." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "BLIP2 dtype staying float32 and from_config leaving config.dtype stale are related to dtype handling but they are different states and failure symptoms." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FineGrainedFP8Config failure and FSDP CPU RAM efficient loading breakage are separate distributed/loading regressions." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading breakage and Apple Silicon caching_allocator_warmup TypeError are unrelated features." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 device-mapping cudaErrorAssert and Qwen3OmniMoe video ValueError are different failure modes and code paths." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 issue on XLMRoberta and missing PyTorch dependency are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight shape runtime error and slow/fast tokenizer inconsistency are unrelated bugs." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both involve video inputs, but one is a ValueError in Qwen3OmniMoe and the other is a StopIteration in Qwen3-vl-embedding; different model families and failure points." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "TensorFlow backend packaging and failure to load cjvt/sleng-bert are unrelated loading/package issues." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model load failure for physical-intelligence/fast and list_repo_files revision forwarding are different bugs in different APIs." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and v5.3.0 video-input regression across Qwen variants are related only by media input, but not the same concrete bug." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling and AutoImageProcessor-from-URL failure are unrelated loader paths." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and Perceiver non-default resolution failure are different vision-model bugs." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer-related, but one is about add_special_tokens behavior in mdeberta and the other is a LlamaTokenizer override of tokenizer.json pre-tokenizer; different underlying bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 22, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:24643", + "issue:29870", + "issue:34567", + "issue:36331", + "issue:43257", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44964", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46829" + ], + "soft_pairs": [ + "issue:44479|issue:45381", + "issue:44792|issue:44964", + "issue:43257|issue:43756", + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:43582|issue:46821", + "issue:43742|issue:44589", + "issue:45042|issue:45081", + "issue:44737|issue:46463", + "issue:43716|issue:46701", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:43531|issue:44821", + "issue:44568|issue:46491", + "issue:43906|issue:46468", + "issue:45405|issue:45600", + "issue:43577|issue:45072", + "issue:45823|issue:46463", + "issue:43697|issue:46829", + "issue:24643|issue:29870", + "issue:43906|issue:46693", + "issue:43452|issue:44488", + "issue:44737|issue:45588", + "issue:44625|issue:44877", + "issue:43526|issue:45479", + "issue:45357|issue:45920", + "issue:43540|issue:46693" + ], + "prepared_review_unit_hash": "2ec7520fc80d8f86a5a05ca02eba6448f40edd088c35d126aa08f1e805e1407c", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35549, + "estimated_input_tokens": 8888, + "estimated_eval_tokens": 18032 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mixed set of unrelated issues across tokenization, vision/video, trainer behavior, config loading, dtype/device mismatches, and model-specific regressions. All soft pairs look like superficial title similarity rather than the same underlying bug, so no duplicate canonicalization is warranted.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the reports span different models, subsystems, and failure modes, and none appears to subsume the others as the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative for deduping; the closest matches are still different code paths or model families.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen VL/video wording, but one is a v5.3.0 video-input regression across several models and the other is a still-image position-id scaling bug in Qwen2.5-VL; different bug and fix path." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus image generation test failure and Phi-4-multimodal model loading failure are unrelated model-specific issues." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE deepspeed weight conversion and Smollm3 RoPE-layer dropping are entirely different problems." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting not updating is unrelated to a custom trainer signature breaking on a new keyword argument." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken duplicate-argument error and Mistral regex patch AttributeError involve different tokenizer failure points." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Apple Silicon warmup TypeError and TimesFM window_size AttributeError are different platform/model bugs." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM loading key error and Float8 storage lookup error are unrelated loading/runtime failures." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL backend torchvision dependency regression and Mistral tokenizer regex crash are not the same issue." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU arange regression and T5 decoder-input validation message are different code paths and not duplicates." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch and DiffusionGemma pipeline breakage are separate multimodal issues." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer bug and Qwen3.5 kernel registration crash are unrelated model implementation problems." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE-layer count bug and Qwen2.5-VL rope-index scaling bug both mention RoPE but are different bugs in different models." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and AutoImageProcessor-from-URL loading issue are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "mdeberta add_special_tokens regression and CodeLlama space-preservation regression are distinct tokenizer behaviors." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "An isolated reproduction of an old issue and an official Nemotron example breakage are not the same bug." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version bump is a dependency/versioning issue; auto_mappings referencing removed configs is a separate CI breakage." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Blip2 dtype propagation bug and SwitchTransformers/TimmWrapperModel bfloat16 mismatches are different model-specific dtype issues." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 PLE device mismatch and T5 decoder-input validation messaging are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "RTDetrV2 output changes in v5 and VideoPrism hidden_states field mismatch are different model-output regressions." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error and BART generate() decoder_attention_mask assignment bug are unrelated training/generation failures." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction of a prior issue and an FA2 long-context performance regression are not duplicates." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file loader breakage and sleng-bert loading failure are different tokenizer/model-loading reports." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet positional encoding CPU regression and flash_attention sink-less-model AttributeError are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and strict granite_speech config loading are different config bugs." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BEiT Fast label reduction bug and single-label classification zero-loss bug are different classification/preprocessing issues." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 visual encoder save_pretrained regression and AutoTokenizer wrong token IDs regression affect different subsystems." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and FA2 long-context performance regression are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 23, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:32090", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43819", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44568", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45542", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46178", + "issue:46463", + "issue:46491", + "issue:46701", + "issue:46829" + ], + "soft_pairs": [ + "issue:44913|issue:46121", + "issue:28282|issue:32090", + "issue:43761|issue:46829", + "issue:43697|issue:45216", + "issue:43720|issue:44898", + "issue:43643|issue:45375", + "issue:45200|issue:46463", + "issue:44466|issue:45005", + "issue:41762|issue:44936", + "issue:44361|issue:44442", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:43819|issue:44811", + "issue:43525|issue:46701", + "issue:43688|issue:43749", + "issue:38175|issue:43295", + "issue:43452|issue:44843", + "issue:43994|issue:44898", + "issue:45372|issue:46170", + "issue:43531|issue:43742", + "issue:45542|issue:46178", + "issue:42898|issue:46491", + "issue:43295|issue:45356", + "issue:43646|issue:43749", + "issue:29159|issue:33357", + "issue:43653|issue:44568" + ], + "prepared_review_unit_hash": "cebd70c0ad2ca2f2107f53e3fce787728565b55bdde83e66da49dd3f7c45fb5e", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35343, + "estimated_input_tokens": 8836, + "estimated_eval_tokens": 17928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and should not be merged wholesale. The only strong duplicate-looking pair is the tied-weights/save_pretrained regression in 44466 and 45005.", + "confidence": 0.88, + "canonical_issue_reason": "No single cluster-wide canonical issue is obvious because most items are unrelated. Among the true duplicate subcluster, 45005 is the best representative because it describes the broader tied-weights regression, while 44466 is a more specific device-dependent symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "45005 is the best issue to keep as the representative for the tied-weights save_pretrained problem; it is broader and subsumes the specific lm_head.weight serialization behavior reported in 44466.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both involve rope/config settings, but one is a config reload defaulting issue and the other is a TypeError in a rope validation helper; not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Completely different failures: missing PyTorch import vs Trainer GPU broadcast TypeError." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but they hit different model families and different output bugs; too broad to be the same underlying fix." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 inference mismatch and Qwen3.5 save_pretrained checkpoint corruption are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Packed-weight loading in BitNet and Perceiver position-encoding failures are different code paths and symptoms." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both concern config field loss, but one is a generic trust_remote_code AutoConfig issue and the other is a specific @strict drop of one field; not enough to treat as the same bug." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 text-only fine-tuning mm_token_type_ids and T5 decoder-input validation error messaging are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both report the same tied-weights/save_pretrained regression in v5; 44466 is a concrete lm_head.weight/device symptom of the broader issue described in 45005." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 Gemma loading IndexError and trainer.evaluate after train are unrelated trainer/loading failures." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer loading errors, but they involve different tokenizers and different root causes." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id key warnings are not the same as quantized save_pretrained/from_pretrained breakage." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token decode failure and MLukeTokenizer task AttributeError are unrelated tokenizer bugs." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent reconstruction mismatch and Whisper batch_decode skip_special_tokens handling are different subsystems." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and DiffusionGemma image-text pipeline failure are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are different bugs." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and custom processor.tokenizer regression are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading breakage and offline model_info() call in mistral regex patch are different from one another." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 nonsensical outputs and Perceiver non-default-resolution failure are unrelated model-specific regressions." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import failure and Windows ROCm torch.distributed dependency issue are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M key error are different loading/model config problems." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both touch backend detection, but one is tensorboard-without-TensorFlow and the other is an unmapped tensorflow_text backend; not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer round-trip/cleanup regressions, but 46491 is CodeLlama-specific leading-space loss and 42898 is a broader v5 cleanup behavior change; not clearly the same fix." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Kimi-K2.5 tokenizer codec/regression warning are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM loading breakage are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow vs fast tokenizer inconsistency and MacOS bus error on CLIP are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but BigBird mask-token decode and mdeberta-v3 BOS/EOS insertion are different tokenizer behaviors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it correctly treats the cluster as mostly heterogeneous, and the only accepted duplicate pair (44466/45005) is supported by the issue titles and framed conservatively. The other soft-edge rejections are appropriately cautious and do not overclaim sameness." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 24, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43756", + "issue:43782", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:45704", + "issue:46002", + "issue:46050", + "issue:46402", + "issue:46612", + "issue:46693", + "issue:46821" + ], + "soft_pairs": [ + "issue:44464|issue:44743", + "issue:43452|issue:43577", + "issue:43756|issue:46402", + "issue:43688|issue:45704", + "issue:43653|issue:43927", + "issue:43688|issue:45701", + "issue:44843|issue:44991", + "issue:44821|issue:46821", + "issue:44479|issue:44625", + "issue:44484|issue:44704", + "issue:45491|issue:46002", + "issue:43550|issue:44361", + "issue:33666|issue:36010", + "issue:43688|issue:45440", + "issue:44734|issue:46612", + "issue:32090|issue:33666", + "issue:44464|issue:44977", + "issue:44466|issue:46050", + "issue:41720|issue:44464", + "issue:44977|issue:46693", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:43504|issue:44610", + "issue:43577|issue:44554", + "issue:43643|issue:44561", + "issue:43720|issue:43927", + "issue:33666|issue:36331", + "issue:43606|issue:43927", + "issue:43278|issue:43688", + "issue:43782|issue:46693", + "issue:43262|issue:43295", + "issue:39692|issue:43493", + "issue:43720|issue:44361" + ], + "prepared_review_unit_hash": "2ddd0c213ab6da9bb2c713a2c20db3177c115764a6226c39eb5e108b5bfdc98d", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37785, + "estimated_input_tokens": 9447, + "estimated_eval_tokens": 19150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set; the items share surface-level similarities around Transformers loading/generation/training, but they describe many different bugs across unrelated models and code paths.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the cluster is heterogeneous, with no single underlying bug or fix that unifies these reports.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong cluster representative for dedupe triage; the overlaps are mostly broad subsystem/topic similarity rather than the same defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both concern generation/cache behavior, but one is about compiled forward inconsistency and the other about recurrent states resetting in modular_qwen3_5; different bugs and code paths." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Different failures: gguf_file loading for tokenizer/model creation vs Blip2 dtype propagation during model load." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "One is a Smollm3 RoPE-layer configuration mismatch; the other is Sam3 text encoder weights not loading. Not the same bug." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and a T5 apex RMSNorm memory leak are unrelated issues." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Both affect token-related behavior, but one is BigBird mask-token registration and the other is DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization is unrelated to tokenization changes across versions." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both touch tokenizer loading, but one is an unconditional hub lookup breaking offline mode; the other is a specific tokenizer-load regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "Different domains entirely: AutoImageProcessor URL loading vs TimesFM window_size AttributeError." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "One is a multimodal video-input regression across Qwen VL models; the other is a Qwen3.5 config propagation issue for num_labels." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "max_shard_size defaulting is unrelated to AutoProcessor failing to pass kwargs through to cached_file." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but the model/components and trigger are different: Gemma3 sliding-window GPU batching vs classification heads after checkout/init." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile/SDPA on Bamba-9B-v2 is unrelated to MLukeTokenizer task-time AttributeError." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are separate issues." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization is not the same as DeepseekV3MoE diverging from the remote implementation." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both involve cache behavior, but one is serving KV-cache continuation indexing and the other is beam-search cache reorder support for certain models." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Both mention training, but one is a Trainer _gpu_broadcast_one NoneType error and the other is general Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different regressions: compiled-forward generation inconsistency vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both concern save/load behavior, but one is device-dependent tied-weight serialization and the other is sinq quantized-model persistence." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-mapping cudaErrorAssert is unrelated to chunked generation inconsistency with compiled forward." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "FA2 is a shared theme, but one is a Qwen3.5 correctness regression and the other is a broader long-context performance regression." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit legacy-field loading and Bamba torch.compile/SDPA are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field preset loading and BitNet packed-weight loading during accelerate are different bugs." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit pretrained preset loading is unrelated to OmDet-Turbo\u2019s processor/model image-size mismatch." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation and an MPS attention correctness issue are different code paths." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but one is missing fields in AutoConfig output and the other is a v5 removal of is_torch_fx_available breaking remote models." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading and DiaConfig token-ID loss are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig losing token IDs." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only loading error and a long-context FA2 performance regression are different failures." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer/image-passing regression are separate processor issues." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both are about SigLIP2, but one is a broken documentation example and the other is a core HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet accelerate-loading failure is unrelated to MLukeTokenizer task AttributeError." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 25, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46710" + ], + "soft_pairs": [ + "issue:43525|issue:43572", + "issue:44554|issue:46365", + "issue:44514|issue:45290", + "issue:44964|issue:45405", + "issue:43493|issue:43825", + "issue:44977|issue:46209", + "issue:44625|issue:45584", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:28218|issue:33357", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:43278|issue:43844", + "issue:44849|issue:46209", + "issue:39692|issue:43295", + "issue:43493|issue:43844", + "issue:33357|issue:33666", + "issue:43646|issue:44466", + "issue:46209|issue:46710", + "issue:44568|issue:46489", + "issue:43278|issue:43701", + "issue:44849|issue:45357", + "issue:43927|issue:44361", + "issue:44792|issue:45405", + "issue:43824|issue:44589", + "issue:44568|issue:45812", + "issue:44488|issue:44843", + "issue:43575|issue:45405", + "issue:44589|issue:45520", + "issue:43504|issue:43606" + ], + "prepared_review_unit_hash": "6597dfc45150af600b7f6b6e702e2d5c8a7c06367fa93d651a0533d848af79cd", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36722, + "estimated_input_tokens": 9181, + "estimated_eval_tokens": 18618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very broad and mostly contains distinct model/config/tokenizer regressions; none of the soft pairs look like true duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45812 is the strongest representative issue: it is a broad tokenizer regression affecting multiple Granite models and has the clearest cross-cutting impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best global issue candidate for the same reason: it is the most general, high-signal tokenizer bug among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing-pad-token config regressions, but they affect different model configs and fields (`pad_token_id` vs `pad_token_idx`), so they are not the same bug." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "Completely unrelated: one is an MPS attention correctness issue, the other is a Trainer import failure tied to `datasets`." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve `apply_chat_template`, but the failing inputs and code paths differ (`padding=False` batched VL input vs assistant tool-call messages with no content)." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "One is a model-loading failure for Phi-4 multimodal; the other is a dependency/version bump problem for `MIN_PEFT_VERSION`." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch and pipeline translation-task error are unrelated issues in different subsystems." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different failures: Qwen3.5 flash-attention generation bug versus FP8 inference failure on B200 hardware." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Different model-specific bugs: Qwen3.5 `num_labels` propagation versus Whisper empty-transcription handling after special-token alignment." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are loading-related, but one is a `gguf_file` regression in `from_pretrained`, while the other is a specific model load failure for `cjvt/sleng-bert`." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Different root causes: device placement mismatch in Gemma4 versus quantized model save/load breakage in `sinq`." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing behavior and a MacOS bus error in CLIP are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "One is a SigLIP2 inference-quality regression; the other is an argument-merging bug where `return_tensors` is ignored." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "A tokenizer BPE-marker handling bug and a Qwen3.5 flash-attention generation bug are not the same underlying defect." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "One concerns dtype drift between training and evaluation; the other is a gradient-growth issue with DeepSpeed ZeRO-3." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Different Qwen3.5 regressions: hidden-states behavior versus FP8 inference on B200." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors and a custom code regression around `processor.tokenizer`/image passing are different problems." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to the DeepSpeed gradient regression." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error on a CLIP model and Qwen2-VL multi-GPU training are different issues." + }, + { + "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:46209", + "right": "issue:46710", + "accept": false, + "reason": "Different failures: FP8 inference on B200 versus an accuracy regression after upgrading Transformers." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but the concrete failures differ: missing special tokens for one tokenizer vs incorrect DeepSeek-Coder v1 token IDs/BPE handling." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift and resume-from-checkpoint key mismatch are unrelated training bugs." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states output bug is unrelated to incorrect visual encoder key serialization." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig custom token IDs being dropped is unrelated to MLukeTokenizer task-time AttributeError." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to the PEFT version bump issue." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a missing Qwen2.5-VL class and a Float8 storage type error are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and behaviors; one is special-token insertion, the other is Granite token-ID generation." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A model loading failure and an offline-mode regression from an unconditional hub call are different bugs." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2 is unrelated to the PEFT version requirement issue." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different low-level runtime failures: missing Float8 storage type versus `flash_attn` import key error on Python 3.13." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Beit pretrained loading with a legacy field and Bark CPU-offload device mismatch are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 26, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:42490", + "issue:43065", + "issue:43257", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44869", + "issue:44964", + "issue:44977", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45446", + "issue:45479", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46369", + "issue:46424", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46829" + ], + "soft_pairs": [ + "issue:43257|issue:43299", + "issue:43606|issue:44112", + "issue:43334|issue:45759", + "issue:43334|issue:43572", + "issue:45245|issue:46710", + "issue:43572|issue:44291", + "issue:44493|issue:46285", + "issue:44464|issue:46424", + "issue:43504|issue:43653", + "issue:43937|issue:46701", + "issue:44464|issue:45584", + "issue:45200|issue:45229", + "issue:44869|issue:46752", + "issue:45229|issue:45823", + "issue:43844|issue:44964", + "issue:43873|issue:46050", + "issue:29942|issue:30333", + "issue:43994|issue:44493", + "issue:45588|issue:46050", + "issue:29159|issue:32090", + "issue:42490|issue:43696", + "issue:44977|issue:46701", + "issue:45479|issue:46829", + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "issue:43065|issue:46369", + "issue:44554|issue:45446" + ], + "prepared_review_unit_hash": "64ebe77f6ca2b8c9a64942bb1eab851543b94c316469a601aadc9d8bfdf629bf", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35244, + "estimated_input_tokens": 8811, + "estimated_eval_tokens": 17878 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: tokenizer spacing, model-loading/config regressions, training/runtime errors, CI failures, and unrelated multimodal issues. None of the proposed soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43873 has the strongest signal in this batch (high discussion/inbound refs and an open, broadly relevant bug report), so it is the best representative issue if one must be chosen, though it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most active and broadly applicable issue here; it is the best triage anchor among otherwise unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3/MoE loading, but one is about missing conversion with accelerate+deepspeed and the other about a transformers-dev load regression for Qwen3VL; different failure modes and code paths." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention CI/device mismatch, but one is a bark-small CPU-offload failure and the other is a stale GraniteSpeech test; not the same bug." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen3VL multimodal config handling, but one is an AttributeError for missing pad_token_id and the other is AutoModelForCausalLM.from_config not unwrapping text_config; related area, different issue." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different models and different missing fields: Qwen3VL pad_token_id vs StableLmConfig pad_token_idx." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "RuntimeError about too many categories is unrelated to an accuracy regression after upgrading Transformers." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "One is a config-field regression, the other is an init_empty_weights constructor argument incompatibility; no shared underlying bug." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id key warnings are unrelated to CLIP text model structure changes." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation with compiled forward and cache max length handling are different code paths and symptoms." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "A legacy-field pretrained load bug is unrelated to BigBirdTokenizer mask-token registration and empty decode output." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "A GenerationConfig validation error is not the same as an image-text-to-text pipeline failure." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure after align_special_tokens are distinct issues." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Both are decode/chat-template crashes, but one is Whisper word-timestamp trailing replacement-character handling and the other is apply_chat_template on an empty list." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "CUDA OOM during Gemma4 inference is not the same as a device mismatch in Gemma4 PLE forward." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth is unrelated to loading microsoft/Phi-4-multimodal-instruct." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantized offloading behavior and sinq save/load breakage are both quantization-related but clearly different bugs." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 CI failures and MLFlow reporting on training failure are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 bad outputs with AutoModel/pipeline and unexpected position-id keys are different failure modes." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "flash_attention.py crashing on s_aux=None is unrelated to quantized model persistence after save_pretrained/from_pretrained." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and Trainer broadcast NoneType error do not share the same root cause." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to CUDA OOM." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issues and DiffusionGemma pipeline failure are separate model-specific bugs." + }, + { + "left": "issue:45479", + "right": "issue:46829", + "accept": false, + "reason": "Degenerate zero-loss classification behavior is unrelated to VideoPrism hidden_states being populated incorrectly." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation failure and Python 3.13 flash_attn import KeyError are different subsystems and symptoms." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer added-token spacing and TrainerState num_input_tokens_seen not updating are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and sam3-litetext memory overflow are both Sam3-related but not the same bug." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness with mismatched head dims and a PyTorch version check bug in flex_attention are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 27, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:15354", + "issue:29870", + "issue:29942", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44112", + "issue:44186", + "issue:44423", + "issue:44466", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44849", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45356", + "issue:45406", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:44423|issue:44734", + "issue:15354|issue:38175", + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:45406|issue:46121", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:43295|issue:43450", + "issue:45588|issue:45759", + "issue:43540|issue:45200", + "issue:44186|issue:46192", + "issue:43572|issue:46821", + "issue:45200|issue:45823", + "issue:43295|issue:43873", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:29870|issue:29942", + "issue:45520|issue:46178", + "issue:43572|issue:44987", + "issue:43232|issue:44849", + "issue:43450|issue:43575", + "issue:43550|issue:43844", + "issue:44554|issue:45356", + "issue:37428|issue:43824", + "issue:42490|issue:43493", + "issue:39692|issue:46192", + "issue:38175|issue:43493", + "issue:43653|issue:44112", + "issue:44466|issue:45127" + ], + "prepared_review_unit_hash": "37193cc1a7a65bf5b1ba1b44bb95e682eaf6ebc3f3883521756b35b29d89c4ae", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36531, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous. Most soft pairs share only a broad theme (serve, tokenizer, multimodal, flash-attn, or model-loading regressions) but not the same concrete bug or code path, so I would reject all pairwise merges. No single issue cleanly subsumes the rest; issue 43295 is the closest representative only because it is a concrete, well-scoped regression report.", + "confidence": 0.95, + "canonical_issue_reason": "No true canonical duplicate stands out; 43295 is the closest representative because it is a concrete regression with a clear repro, but the rest of the set spans unrelated failures.", + "canonical_pr_reason": null, + "best_issue_reason": "43295 is the best single issue to keep as an exemplar of the cluster because it is specific and actionable, but it does not actually cover the other bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but one is a continuous-batching .to() AttributeError and the other is KV-cache continuation tensor indexing; different code paths and failures." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "Different models and symptoms: JIT/script GeneratorExp export failure vs. SigLIP2 zero-probability outputs." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Different model families and failure modes: auto device mapping cuda assert vs. accuracy regression after upgrade." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4 serve processor _tokenizer crash is unrelated to rope-validation JSON list TypeError." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation bug in Qwen3.5 is not the same as a DeepSeek accuracy regression." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a flash-attention helper symbol is a different issue from meta-device model loading breakage." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression in multimodal text+image handling is distinct from batched video shape handling." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink-less model crash and composite Qwen config unwrapping are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to Gemma4 mm_token_type_ids defaults." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash is not the same as return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and TimesFM window_size AttributeError are different config issues." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting and PLE device mismatch under device_map='auto' are separate problems." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression is not the same as offloading failing with quantization." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device mismatch and ignored return_tensors are unrelated code paths." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Multimodal processor/tokenizer regression does not match OmDet-Turbo size-mismatch preprocessing." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate UnboundLocalError and Flash Attention 2 test failures are different bugs." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn import KeyError on Python 3.13 is unrelated to BACKENDS_MAPPING rejecting tensorflow_text." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx is not the same as a Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is a different path from Qwen3.5 output_hidden_states behavior." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batch-shape bug and Qwen2 TP OOM are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to DeepSpeed ZeRO-3 gradient inflation." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue is not the same as Kimi-K2.5 tokenizer codec handling regression." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Flash-attention helper import error and Qwen2.5-VL import failure are different missing-symbol issues." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation example errors are not the same as return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both involve SigLIP2, but one is zero probabilities and the other is a broader HF-vs-JAX discrepancy; not clearly the same concrete bug." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token bug and GraniteSpeech stale device override CI failure are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "lm_head.weight serialization inconsistency and LoRA merge collapse are different tied-weights issues with different failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 28, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46821" + ], + "soft_pairs": [ + "issue:44521|issue:45290", + "issue:45381|issue:46209", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:42915|issue:43824", + "issue:43950|issue:46285", + "issue:43824|issue:43975", + "issue:43334|issue:43525", + "issue:43452|issue:46512", + "issue:43262|issue:43450", + "issue:44442|issue:45198", + "issue:44792|issue:45563", + "issue:44898|issue:45412", + "issue:44479|issue:46192", + "issue:43819|issue:44112", + "issue:45200|issue:45325", + "issue:43827|issue:43901", + "issue:44610|issue:44857", + "issue:43388|issue:43526", + "issue:43335|issue:43550", + "issue:44561|issue:46234", + "issue:41720|issue:46209", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:44206|issue:45584", + "issue:46512|issue:46821", + "issue:45759|issue:46285" + ], + "prepared_review_unit_hash": "b385f635a6e543762021fcdc007584dfbbe8ba9492b14a3abe7566c860f71c93", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36097, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed pairs look like false positives: they overlap only at a broad subsystem level (tokenization, multimodal processors, configs, docs, or GPU/runtime issues) but not the same concrete bug. No single artifact stands out as a valid duplicate canonical across this set.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous standalone bugs across unrelated code paths, so picking one would be arbitrary.", + "canonical_pr_reason": "No PRs are present in the provided items.", + "best_issue_reason": "No best issue: there is no coherent duplicate cluster here, only loosely similar reports.", + "best_pr_reason": "No PRs are present in the provided items.", + "soft_edge_verdicts": [ + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs while the other is a crash on assistant tool-call messages with no content; different failures and fixes." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "One is a Qwen2.5-VL video position_ids regression; the other is an FP8 inference failure on B200. They are unrelated bugs." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluate is unrelated to Qwen3 MoE training memory usage." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is a different problem from output embeddings being reinitialized during post_init." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe and a Qwen2.5-VL import error are different code paths." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to CLIP text-model structural inconsistency." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Importing Qwen2_5_VLForConditionalGeneration and incorrect detokenization in DeepSeek coder are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they affect different model configs (Qwen3-VL vs Llama4) and likely need separate fixes." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failures are unrelated to from_config dtype metadata being stale." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and batched video shape handling are different processor bugs." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2 tokenizer loading and Wav2Vec2 save/tokenization failures are separate speech-model issues." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A janus image-generation test failure is unrelated to a stale paged-generate warning." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver non-default resolution failure and RT-DETR memory not being released are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Qwen video-input regression and return_tensors being ignored when text_kwargs is passed are different API regressions." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward/from_latents mismatch is unrelated to a GraniteSpeech CI test issue." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 missing mm_token_type_ids defaults and Qwen2.5-VL still-image temporal scaling are different multimodal bugs." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs problems, but one is about pipeline() removal examples and the other about return_all_scores wording; not the same change." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and LwDetrImageLoss AMP crash are distinct detection-model bugs." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Metric gathering dropping tuple labels and BeitImageProcessorFast reduce_labels truncation are different label-handling paths." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile SDPA failure are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Missing is_torch_fx_available and missing is_falcon_mamba_ssm_available are different utility/API issues." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "A800 cudaErrorAssert under auto device mapping is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent mismatch and qwen3_omni_moe feature-length helper behavior are different code paths." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss and missing auxiliary losses in D-FINE are separate training bugs." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported center argument in LasrFeatureExtractor and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale config dtype after from_config and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Unwrapping text_config for composite Qwen multimodal configs and CLIP text-model structural inconsistency are different model-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": 1, + "component_count": 24, + "review_unit_index": 29, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45412", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45859", + "issue:46170", + "issue:46326", + "issue:46431", + "issue:46566" + ], + "soft_pairs": [ + "issue:43606|issue:45083", + "issue:45520|issue:46170", + "issue:38175|issue:45412", + "issue:37428|issue:43425", + "issue:43335|issue:43653", + "issue:43550|issue:44112", + "issue:29942|issue:32090", + "issue:28282|issue:33357", + "issue:43611|issue:43931", + "issue:44448|issue:44743", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:43278|issue:43825", + "issue:43720|issue:44112", + "issue:29127|issue:32090", + "issue:43335|issue:45083", + "issue:37428|issue:44351", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:44514|issue:44521", + "issue:45588|issue:45859", + "issue:45290|issue:46326", + "issue:46431|issue:46566", + "issue:34689|issue:35141", + "issue:45127|issue:45245", + "issue:42490|issue:43854", + "issue:45200|issue:45588", + "issue:45310|issue:45478", + "issue:43819|issue:44493", + "issue:43606|issue:44857" + ], + "prepared_review_unit_hash": "93eba44a1a4b4e253a411fef52a577c7a6b675d7831c234bd63db62ac7c2a8a6", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36887, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is largely heterogeneous; most soft matches are false positives across different bugs. The only clear duplicate pair is the Qwen3.5 MoE from_pretrained error (45310/45478).", + "confidence": 0.92, + "canonical_issue_reason": "issue:45310 is the earliest and more detailed report of the exact same Qwen3.5 MoE from_pretrained failure as issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue in the cluster because it is the clearest, earliest, and most complete duplicate target for the only true duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different bugs: CPU offload device mismatch in bark-small vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import-related, but one is a Python 3.13 flash_attn KeyError and the other is a Windows ROCm torch.distributed dependency error." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated symptoms and components: SigLIP2 zero probabilities vs RT-DETR memory not being released." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both mention loading/version issues, but one is a missing internal flash attention symbol and the other is Torch 2.10 compatibility." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different models and failures: SwitchTransformers sparse-layer config bug vs BigBirdTokenizer special-token registration issue." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different areas: torch.compile/SDPA model failure vs a stale CI test for GraniteSpeech device override." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Both are test/runtime failures, but Flash Attention 2 test failures are unrelated to Trainer NoneType broadcast errors." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Different environments and root causes: missing PyTorch import vs MacOS bus error with a community CLIP model." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading problems, but one is a base_model_prefix regression and the other is a Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model behavior regressions: Pegasus v4/v5 output drift vs recurrent state reset in modular_qwen3_5." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different bugs in different model families: SwitchTransformers config creation vs BEiT legacy-field loading failure." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 indentation/script parsing issue in DebertaV2Model is unrelated to qwen3_omni_moe feature-length computation." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different issues: embedding dtype drift during eval vs pipeline translation-task error messaging." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading is unrelated to GraniteSpeech CI device-override flakiness." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error clarity and Trainer broadcast NoneType are separate bugs." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to qwen3_omni_moe output-length helper behavior." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures: missing flash support symbol vs cannot import HybridCache." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different models and failure modes; no shared underlying code path." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers config bug is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve chat templates, but one crashes on batched padding=False and the other returns all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different flash-attention-related failures: sink-less s_aux=None crash vs CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch apply_chat_template, but tool-call/no-content crashes and continue_final_message tokenizer behavior are different bugs." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "No common underlying bug: missing chat template vs DiffusionGemma weights staying on meta under device_map=auto." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different loading/training issues: Llama 3.2 Vision load regression vs embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated failures: LoRA merge collapse with extended vocab vs category-count upper-bound runtime error." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "A trailing-slash import warning is not the same as a GLM-4.7-Flash model-loading failure in unit tests." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaulting and flash_attention sink-less crash are different code paths." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same concrete bug: both report the Qwen3.5 MoE from_pretrained error on transformers>=5.4.0; 45478 is a duplicate of 45310." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC forward/from_latents mismatch is unrelated to position-id unexpected-key behavior." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Both mention device/mixed-precision issues, but they affect different models and failure mechanisms." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet. The only clearly duplicated pair is issue:45310 / issue:45478, and the other soft-edge rejections stay appropriately conservative." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 30, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44617", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45459", + "issue:45588", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399", + "issue:46655", + "issue:46697" + ], + "soft_pairs": [ + "issue:44448|issue:44779", + "issue:39692|issue:43526", + "issue:26413|issue:31501", + "issue:44617|issue:46697", + "issue:28218|issue:32090", + "issue:45459|issue:46234", + "issue:39692|issue:44493", + "issue:44206|issue:45823", + "issue:43701|issue:45083", + "issue:44857|issue:45072", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:43550|issue:45083", + "issue:44360|issue:44561", + "issue:38175|issue:44493", + "issue:29942|issue:35141", + "issue:27957|issue:34689", + "issue:29870|issue:32090", + "issue:44448|issue:44977", + "issue:43278|issue:43329", + "issue:45920|issue:46192", + "issue:40444|issue:43526", + "issue:45290|issue:45381", + "issue:10000|issue:15354", + "issue:44977|issue:45229", + "issue:43278|issue:43381", + "issue:44855|issue:46399", + "issue:44857|issue:45588", + "issue:29870|issue:33290", + "issue:45290|issue:46655" + ], + "prepared_review_unit_hash": "7c7be759616b429e6a97d1092d6de99e4f011339c47ccdb71ba1d4ff01df893c", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36757, + "estimated_input_tokens": 9190, + "estimated_eval_tokens": 18636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs span unrelated model, tokenizer, training, and inference bugs. I reject all soft edges. If one issue must represent the cluster, 45920 is the broadest regression-style tokenizer issue affecting multiple models.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45920 is the broadest and most central bug report here: it describes a v5 tokenizer regression impacting multiple model families, so it is the best single representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest global issue candidate because it is broad, regression-oriented, and already framed as affecting multiple models, unlike the narrower single-model bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer/output regressions, but they affect different models and different failure modes (Pegasus v4/v5 output drift vs DeepSeek tokenizer IDs)." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 documentation example errors and BEiTImageProcessorFast label reduction are unrelated bugs in different code paths." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both mention training startup/resume behavior, but one is an empty epoch iterator on resume and the other is FineWeb SLM training not starting; not the same bug." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR over-padding in an image processor." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added tokens and Trainer GPU broadcast NoneType errors are different subsystems and failure modes." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "One is tokenizer error masking when protobuf is missing; the other is a missing import utility symbol. Different bugs." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "A broken SigLIP2 docs example is unrelated to unexpected position-id key warnings across models." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "These are distinct: feature-extractor center-arg crash vs Gemma4 device-map forward mismatch." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length helper behavior are not the same underlying issue." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both involve precision/dtype problems, but they hit different models and code paths; not mergeable as one fix." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "NoneType GPU broadcast failure and MacOS bus error in CLIP loading are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and Qwen2-57B tensor-parallel OOM are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and qwen3_omni_moe feature-length logic are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A missing ReLU in DSA indexer and removal of is_torch_fx_available breaking trust_remote_code are different issues." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are different bugs." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 Vision loading breakage are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Bart generate decoder_attention_mask assignment bug is unrelated to Trainer GPU broadcast NoneType handling." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation failures are different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Dtype drift between train/eval and undefined video-branch helper symbols are unrelated." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both concern tokenizer behavior, but one is wrong token IDs across multiple models while the other is return_tensors being ignored with explicit text_kwargs; not the same bug." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable multi-image finetuning failure and BEiT label reduction bug are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template crashes on tool-call assistant messages and Qwen2.5-VL video position IDs are different failures." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and torch.jit GeneratorExp export limitation are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift in eval and gradient checkpointing being disallowed in eval mode are distinct problems." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 IndentationError from a comment between decorator and def and a missing decorator registration are not the same bug." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss is unrelated to flash_attention AttributeError on s_aux=None." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Bart generation mask bug and Adafactor/deepspeed OOM are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat template/tool-call crash and SmolVLM video padding calculation are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 31, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:46121" + ], + "soft_pairs": [ + "issue:43927|issue:45698", + "issue:37428|issue:42175", + "issue:32090|issue:33290", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:44448|issue:44466", + "issue:25251|issue:32090", + "issue:43976|issue:45440", + "issue:42490|issue:43873", + "issue:45588|issue:45823", + "issue:44568|issue:45491", + "issue:43278|issue:43575", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:43381|issue:43701", + "issue:33357|issue:39692", + "issue:44871|issue:44977", + "issue:29127|issue:34567", + "issue:45198|issue:45803", + "issue:43653|issue:44743", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:45372|issue:45588", + "issue:43611|issue:46121", + "issue:29870|issue:34689", + "issue:42915|issue:42994", + "issue:43412|issue:45588", + "issue:44206|issue:44479" + ], + "prepared_review_unit_hash": "70109cfefee97b942c779214500d59d2771e5bcc19a741c7cadc43908da28757", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 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and the broadest save/load relevance among these otherwise unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but 43927 is a config/token-ID loss bug and 45698 is custom-module resolution after save_pretrained." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "One is a flash-attention import error; the other is a package/backend install issue." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType vs Adafactor OOM in DeepSpeed are different failure modes." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "One is a v5 API removal breaking trust_remote_code; the other is a tokenizer regression in DeepSeek." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading vs multi-GPU OOM are distinct memory/inference issues." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output regression vs lm_head serialization inconsistency are different code paths." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug vs Trainer GPU broadcast error are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility vs DeepSeekV3MoE implementation divergence are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path trailing-slash warning vs quantization offloading are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux=None crash vs Gemma4 PLE device mismatch are different forward-path bugs." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling vs Gemma3 NaN embeddings are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Train/eval dtype drift vs TP OOM are different issues." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device-map assert vs Gemma4 multi-GPU OOM are unrelated model-specific failures." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs paged-generate warning are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval/gradient-checkpointing restriction vs resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error vs SigLIP2 docs/example errors are different failures." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id mismatch vs Qwen3.5 flash-attention regression are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-handling clarity vs TrainerState token counting are unrelated." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure vs Fuyu tensor-conversion exception handling are different preprocessing bugs." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird special-token registration bug vs Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLuke tokenizer AttributeError vs Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash vs Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure vs flash-attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading breakage vs rope-validation list TypeError are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generation attention-mask bug vs Llama 3.2 model-loading regression are different code paths." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config load failure vs quantized model saving failure are distinct quantization bugs." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/erfinv issue vs flash-attention s_aux=None crash are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature-extractor center-arg regression vs Qwen video-input regression are different preprocessing paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 32, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46693" + ], + "soft_pairs": [ + "issue:45372|issue:45406", + "issue:29942|issue:30064", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:45491|issue:46693", + "issue:43065|issue:45412", + "issue:29127|issue:33357", + "issue:45459|issue:45712", + "issue:45245|issue:45563", + "issue:43065|issue:43994", + "issue:44265|issue:45198", + "issue:43575|issue:43701", + "issue:43066|issue:44462", + "issue:45372|issue:45459", + "issue:45440|issue:45593", + "issue:29127|issue:35141", + "issue:42490|issue:43381", + "issue:45412|issue:46369", + "issue:43994|issue:45412", + "issue:43421|issue:45491", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:43526|issue:45834", + "issue:42915|issue:43931", + "issue:43526|issue:46693", + "issue:27957|issue:29127", + "issue:43526|issue:44186", + "issue:43824|issue:44279", + "issue:46121|issue:46399", + "issue:27957|issue:33290", + "issue:43994|issue:46369", + "issue:43334|issue:43531", + "issue:33290|issue:34689" + ], + "prepared_review_unit_hash": "fa02133ad5ded0e89f7bada7825209ff17816c3a1acf5d0e06fa79d94c1dd80e", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36933, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated Transformers issues. The shared words are mostly superficial (e.g. Flash Attention, Qwen, tokenizer, memory), but the underlying bugs and code paths differ, so none of the soft pairs should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items span many unrelated subsystems and failure modes, so there is no single report that safely represents the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong cluster representative because the set is heterogeneous rather than one underlying bug with variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Different root causes: a dependency/import failure in Gemma processor loading vs a missing _tokenizer attribute in transformers serve." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated bugs." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both concern model implementation mismatches, but they affect different models and code paths; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer special-token registration bug vs AutoTokenizer failing to load a specific tokenizer; different failure modes." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "One is a NaN correctness bug with sliding-window attention, the other is a performance regression with FA2 long-context generation." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "SAM3 pixel decoder dummy layer and RT-DETR memory leak are unrelated issues." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging and a CLIP bus error on macOS are not the same problem." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf exception handling and leftover dummy class cleanup are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-limit RuntimeError vs stale generate warning; no shared code-path bug." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different models and failures: dummy Conv2d in SAM3PixelDecoder vs SIGLIP2 loading/inference nonsense." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check and Wav2Vec2 save/tokenization failure are distinct issues." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "TP OOM when loading a large Qwen2 model vs resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both involve tokenizer infrastructure, but one is the wrong decoder type and the other ignores tokenizer.json; different bugs." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Dependency import failure in Gemma processor loading vs protobuf-missing tokenizer error masking are different paths." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss behavior are unrelated model bugs." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 box-clarity issue and embedding reinit after resize are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash import warning and gradient-checkpointing in eval mode are unrelated." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but one is a model deletion leak and the other is inference memory overflow; different causes." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SIGLIP2 inference failure and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor update bug and Gemma3 NaN embeddings are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "OOM from tensor parallel loading and int4 reserved-memory regression are both memory issues but not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and dtype mismatch inference failures are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different model/config issues." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Label reduction bug in BeitImageProcessorFast vs FA2 long-context performance regression; unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and LayoutLMv3 error-handling clarity are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and LayoutLMv2Tokenizer NER/padding crashes are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2.5-VL import error and a generic dependency issue are not the same bug." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-parameter TypeError and Qwen3.5 kernel-registration ValueError are different validation paths." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and Adafactor/deepspeed OOM are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SIGLIP2 inference problems and SAM3-litetext memory overflow are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Both are Qwen3-family issues, but one is a missing pad_token_id and the other is a sliding-window bug; not the same concrete defect." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/deepspeed OOM and Llama 3.2 Vision model-loading regression are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 33, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:33290", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44977", + "issue:45003", + "issue:45245", + "issue:45250", + "issue:45325", + "issue:45381", + "issue:45440", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:46234", + "issue:46640", + "issue:46697" + ], + "soft_pairs": [ + "issue:45250|issue:46640", + "issue:33290|issue:35141", + "issue:45588|issue:45600", + "issue:43761|issue:45859", + "issue:43381|issue:43873", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:43262|issue:44206", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:42490|issue:44743", + "issue:45003|issue:45440", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:43316|issue:43525", + "issue:27957|issue:29870", + "issue:43723|issue:45479", + "issue:43493|issue:43827", + "issue:44077|issue:44479", + "issue:45325|issue:46697", + "issue:44062|issue:45907", + "issue:43873|issue:44871", + "issue:43761|issue:44079", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:43749|issue:43931" + ], + "prepared_review_unit_hash": "4dc90299678feb9b5c53d2cf7affcf9d791e127ddd6c35ddc585f63c38146499", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35858, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated regressions or feature issues, and none of the soft pairs look like the same underlying bug/change. The only vaguely overlapping themes (Flash Attention, Qwen/VL, config/load-path regressions) are still concrete enough to stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue cleanly fits the whole cluster because the items span many unrelated bugs; the closest broad anchor is the generic Flash Attention report.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "issue:46640 is the broadest and most generic issue in the only loosely related subtheme (Flash Attention), so it is the best representative anchor if one must be chosen.", + "best_pr_reason": "No pull requests are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is a generic title and the other is an issue-specific report; they do not describe the same concrete failure path." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Adafactor/DeepSpeed OOM and embedding resize/reinit are unrelated bugs in different code paths." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "One is a flash_attention runtime AttributeError; the other is a broken auto_mappings reference to removed configs. Different subsystems and failures." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are distinct model-specific issues." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate behaviors with no shared code-path bug." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is a chat-template batching crash and the other is a video rope/position-id regression." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "AutoConfig missing fields under trust_remote_code and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both touch audio preprocessing, but one is a sampling-rate default issue and the other is an unsupported center argument crash." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation and the 2^24 categories runtime error are completely different failures." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "A recurrent-state cache bug and Whisper batch_decode skipping special tokens are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading and Perceiver interpolation failure are different model/input issues." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "A trailing-slash import warning and Qwen recurrent-state reset are not the same bug." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and DeepSeekV3MoE divergence are separate code-path problems." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and tokenizer loading failures have no common underlying defect." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Package extra/backend selection and a missing import_utils helper are different packaging/API issues." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and missing pad_token_id on Llama4Config are both config-related, but they are not the same defect." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLM-RoBERTa Flash Attention 2 support and Bart decoder_attention_mask assignment error are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and degenerate zero-loss sequence classification are unrelated issues." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and outdated docs referencing pipeline() are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen video-input regression are separate model-level regressions." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope scaling and Swin2SR over-padding are different preprocessing/math bugs." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-arg duplication and list_repo_files revision forwarding are unrelated API bugs." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma eos_token_id inconsistency do not share the same underlying defect." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVision hidden_states missing and ModelOutput key assignment semantics are not the same concrete bug." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code config field loss and GPTNeoX rotary_pct reload reset are distinct config-serialization issues." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and unwrapping text_config for composite multimodal configs are different model-init behaviors." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU-efficient loading breakage and Qwen3-VL weight-shape mismatch are separate loading failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 34, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46506", + "issue:46821" + ], + "soft_pairs": [ + "issue:44855|issue:45137", + "issue:44987|issue:46178", + "issue:43761|issue:44188", + "issue:43232|issue:43388", + "issue:44190|issue:44496", + "issue:43931|issue:45216", + "issue:42907|issue:45698", + "issue:44442|issue:45803", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:27957|issue:32090", + "issue:43575|issue:43742", + "issue:43550|issue:43701", + "issue:25251|issue:28282", + "issue:43606|issue:43701", + "issue:44464|issue:46421", + "issue:46234|issue:46291", + "issue:16998|issue:22355", + "issue:43295|issue:43825", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:43316|issue:46821", + "issue:44077|issue:44534", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:45803|issue:46365", + "issue:44162|issue:44792" + ], + "prepared_review_unit_hash": "1d6fc33a95335da789cf3e601623c1970dccf7ae76471954392af720011856e8", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35957, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very noisy: the items span unrelated bugs, regressions, environment errors, and model-specific issues. None of the soft pairs look like true duplicates; at best a few share a broad theme, but not the same concrete code path.", + "confidence": 0.29, + "canonical_issue_reason": "No true canonical duplicate emerges; the cluster is too heterogeneous to treat any one issue as the same bug as the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "If an anchor is needed, issue:45698 is the most representative because it is open, active, and the broadest save/load regression in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import/parsing failure vs DeepSpeed ZeRO3 deque underflow; different code paths and symptoms." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model loading regression for a specific repo vs missing BACKENDS_MAPPING entry for tensorflow_text; unrelated causes." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVision hidden_states regression vs attention-kernel divergence under torch.compile; not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync issue vs metric gathering dropping tuple labels; different subsystems." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading script error vs unrecognized model/config loading failure." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Model weight-shape mismatch on load vs save_pretrained checkpoint regression; related area but not the same concrete failure." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Dequantized model save failure vs custom-module resolution after save_pretrained/from_pretrained; different serialization bugs." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer load failure vs Fuyu tensor conversion exception handling; unrelated." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch on resume vs CPU/CUDA output divergence; different problems." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure vs tensor-parallel OOM when loading a large model; not the same issue." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support issue vs NoneType broadcast error in Trainer; unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM during tensor-parallel load vs key error loading a different model; both loading-related but not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure vs resume_from_checkpoint key mismatch; different code paths." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output shape change vs missing PyTorch import error; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch vs checkpoint key mismatch; not the same underlying bug." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked generation output inconsistency vs spurious recompilation from cache lazy init; similar topic, different failure." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper vs kernels dependency version/revision import failure; unrelated." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length question vs missing transformers.onnx module; clearly unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom model/processor.tokenizer regression vs pipeline translation error-message regression; different features." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom processor.tokenizer regression vs Gemma-3 eos_token_id config mismatch; unrelated." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency vs Whisper empty transcription after align_special_tokens; different models and bugs." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs Mistral-3 image preprocessor dtype mismatch; unrelated." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs TimesFM window_size AttributeError; different components." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "patchtsmixer post_init validation vs non-persistent buffers junk-fill regression; not the same code path." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma-3 token-id config mismatch vs quantized save_pretrained/from_pretrained corruption; unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model init breakage in v5 vs GPTNeoX rotary_pct reload regression; different underlying defects." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing interrupts in Fuyu batching vs Trainer import blocked by datasets; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 35, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43761", + "issue:44190", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46640" + ], + "soft_pairs": [ + "issue:43452|issue:44496", + "issue:45803|issue:46170", + "issue:43404|issue:43441", + "issue:45632|issue:46424", + "issue:44610|issue:46369", + "issue:43650|issue:46202", + "issue:43761|issue:44479", + "issue:43572|issue:46178", + "issue:43540|issue:44514", + "issue:45542|issue:46234", + "issue:43065|issue:44617", + "issue:43504|issue:45698", + "issue:43388|issue:43688", + "issue:44792|issue:44977", + "issue:44792|issue:45600", + "issue:45127|issue:45200", + "issue:43673|issue:44743", + "issue:43352|issue:46640", + "issue:41950|issue:43475", + "issue:43525|issue:43531", + "issue:44190|issue:44964", + "issue:44534|issue:44913", + "issue:35141|issue:42490", + "issue:44734|issue:45406" + ], + "prepared_review_unit_hash": "b146725045dff085677e8fc31563e7eb3bd85d8f4d50a0272fb11b0208254399", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 34330, + "estimated_input_tokens": 8583, + "estimated_eval_tokens": 17422 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a single duplicate set; it mixes many unrelated regressions across models, processors, cache behavior, and config/loading paths. All soft pairs look like false positives and should be kept separate.", + "confidence": 0.95, + "canonical_issue_reason": "No issue is a clear canonical target because the items are semantically unrelated rather than variations of one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "There is no strong global best issue for deduping this cluster; the nearest matches are still different code paths and different product areas.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are load-time errors, but one is about `gguf_file` handling in tokenizer/model loading while the other is an unrecognized model/config.json problem; different failure modes and code paths." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Both mention error handling/import trouble, but one is a bare `except` swallowing interrupts in tensor conversion and the other is a Windows/ROCm `torch.distributed` dependency issue." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "One is a missing/tied `lm_head` weight bug, the other is a FlashAttention support/runtime failure for a different model family." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Different cache bugs: one is a local `trust_remote_code` path collision, the other is `max_cache_length` only being honored for quantized cache." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "One is a processor/model input size mismatch, the other is a memory overflow in sam3-litetext; not the same underlying issue." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "The titles are unrelated; one is a malformed/meme issue, the other is a Gemma tokenizer roundtrip bug." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Both involve vision/video regressions, but one is CLIP hidden states not returned and the other is a video-input regression for several Qwen variants." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Both mention missing backend/config behavior, but one is `pad_token_idx` in StableLmConfig and the other is an undefined `tensorflow_text` backend mapping." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are Qwen video-related, but one is a `ValueError` in Qwen3OmniMoe video processing and the other is a batched chat-template padding crash in Qwen2.5 VL." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Different dependency/import problems: tensorboard without TensorFlow vs a missing `is_falcon_mamba_ssm_available` utility symbol." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "`Sam3PixelDecoder` dummy conv2d and Sam3Video CUDA OOM are not the same bug; one is architectural placeholder code, the other is runtime memory pressure." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "One is a legacy field preventing Beit pretrained load; the other is a wrong custom module being loaded after save_pretrained, which is a different serialization/path issue." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Both involve metric/loss behavior, but one is tuple label truncation in `gather_for_metrics` and the other is auxiliary loss normalization in MoE models." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen-related failures: a janus image-generation test case vs flash-attention generation behavior in Qwen3.5." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A janus generation test failure and stale `auto_mappings.py` references are unrelated issues in different subsystems." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Both touch embedding/token handling, but one is LoRA merge collapse with tied embeddings and the other is missing `mm_token_type_ids` defaults in Gemma 4." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache/state handling, but one is GenerationMixin cache missing during chunked prefill and the other is recurrent states resetting in modular_qwen3_5 with seq_len>1." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Both are FlashAttention-related, but one is a concrete unsupported-model error for NemotronH and the other is a generic open flash-attention issue with no shared code path shown." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor lookup and a missing `fpn_position_embeddings` attribute in Sam3Video are different bugs in different components." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "One is a missing `pad_token_id` on `Llama4Config`; the other is a `sliding_window` issue for Qwen3-MoE. Similar general area, but not the same defect." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Both are loading-related, but one is local dataset loading in an example script and the other is model loading for Phi-4 multimodal; unrelated code paths." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and GPTNeoX `rotary_pct` reverting on reload are different configuration/serialization bugs." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "One is token/output embedding reinit after resizing; the other is import warnings for local model paths ending with a slash. Not the same issue." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation indexing in serve and Gemma4Processor missing `_tokenizer` are distinct runtime failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 36, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44779", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45127", + "issue:45245", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46421", + "issue:46489", + "issue:46617", + "issue:46655", + "issue:46697" + ], + "soft_pairs": [ + "issue:46082|issue:46697", + "issue:45632|issue:46617", + "issue:44855|issue:45588", + "issue:43673|issue:46421", + "issue:43931|issue:44060", + "issue:43827|issue:43994", + "issue:29870|issue:35141", + "issue:44617|issue:45584", + "issue:45563|issue:45584", + "issue:43644|issue:44913", + "issue:44933|issue:45362", + "issue:25251|issue:27957", + "issue:43335|issue:44855", + "issue:44479|issue:44734", + "issue:45381|issue:46369", + "issue:44077|issue:44877", + "issue:43550|issue:44190", + "issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:43335|issue:44190", + "issue:44464|issue:45563", + "issue:45127|issue:45357", + "issue:39692|issue:44190", + "issue:45381|issue:46655", + "issue:44112|issue:45600", + "issue:43526|issue:46697", + "issue:44779|issue:46489", + "issue:44617|issue:46369", + "issue:43540|issue:44734" + ], + "prepared_review_unit_hash": "8fac2d14d9f8425855007836b732b53637a025cefef84e80a737d5677867043d", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "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 almost entirely unrelated issue-level bugs. The only likely duplicate pair is the DeepSeek tokenizer regression reports (#44779 and #46489), where #46489 looks like a narrower follow-up to the broader v5 tokenizer breakage in #44779.", + "confidence": 0.79, + "canonical_issue_reason": "#44779 is the broadest and most representative report: it describes the v5 DeepSeek tokenizer regression in general, and it also has inbound references. It works well as the umbrella issue for the more specific DeepSeek-Coder follow-up.", + "canonical_pr_reason": null, + "best_issue_reason": "#44779 is the best issue to anchor the duplicate set because it captures the general regression rather than a model-specific subset, making it the most useful canonical issue for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Unrelated model-config validation bug vs. image processor over-padding bug; different code paths and symptoms." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code/cache, but one is a leaf-directory collision and the other is a FileNotFoundError while loading from cache; not clearly the same underlying bug." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 TorchScript parsing error vs. flash_attention crash on s_aux=None; different subsystems and failure modes." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is missing GenerationMixin cache in v5.0.0 and the other is lazy cache init causing recompilation; related area, not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape mismatch on model load is unrelated to the tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing removed pipeline() APIs is not the same bug as SigLIP2 producing bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Bart generate() decoder_attention_mask error and output embedding reinitialization after resize are different generation/model-init bugs." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper failing on empty transcription after align_special_tokens." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning about num_return_sequences is not the same as an empty-transcription generation failure." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization junk and GPTNeoXConfig rotary_pct reset are different configuration/serialization issues." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer config bug and a Python 3.13 TorchScript import failure are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Qwen VL video-input regression and serve KV-cache tensor-indexing crash are different code paths." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video-position-id issue and Sam3-litetext memory overflow are not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init handling and strict config loading for granite_speech are different problems." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to dataset loading in the example script." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and category-count overflow are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo input-size mismatch are different model/processor issues." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer config creation and local dataset loading failure are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as a stale warning emission." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merging with extended vocab collapse and incorrect visual encoder keys on save_pretrained are different serialization/model-weight bugs." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs example errors are unrelated to local dataset loading in image classification." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but Qwen2.5-VL vision_position_ids and SmolVLM padding calculation are different bugs in different processors." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "GraniteSpeech CI device-override test flakiness and removed Sam3LiteText auto-mapping references are separate CI issues." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels returning one label and Swin2SR over-padding are different image-processor bugs." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both report DeepSeek tokenizer regressions on transformers v5+, and #46489 reads like a narrower follow-up/gap in the fix for the broader issue described in #44779." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to memory overflow when calling sam3-litetext." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and serve KV-cache continuation tensor indexing are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is well grounded in the packet and stays conservative on the soft pairs. The only accepted duplicate, #44779/#46489, is supported by the shared DeepSeek tokenizer regression on transformers v5+ and the fact that #46489 reads as a narrower follow-up to the broader #44779 report. The remaining pairs are appropriately rejected as different bugs or only loosely related." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 37, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43404", + "issue:43479", + "issue:43643", + "issue:43650", + "issue:43854", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45290", + "issue:45375", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46506", + "issue:46752" + ], + "soft_pairs": [ + "issue:43295|issue:45276", + "issue:45290|issue:46752", + "issue:44737|issue:45803", + "issue:44462|issue:45907", + "issue:45276|issue:45584", + "issue:44521|issue:45381", + "issue:44938|issue:45542", + "issue:25251|issue:29870", + "issue:45632|issue:46234", + "issue:44246|issue:45003", + "issue:43854|issue:44964", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:44112|issue:44964", + "issue:27957|issue:35141", + "issue:46082|issue:46121", + "issue:45245|issue:45584", + "issue:42175|issue:44279", + "issue:42796|issue:44521", + "issue:44186|issue:44734", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:43650|issue:44220", + "issue:32090|issue:35141", + "issue:43404|issue:45216", + "issue:43479|issue:45375", + "issue:44295|issue:46506" + ], + "prepared_review_unit_hash": "230e7a041992b996af438838fd072c851f7bdba130c4eb09ec60324963781ece", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35472, + "estimated_input_tokens": 8868, + "estimated_eval_tokens": 17992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of near-miss similarity matches, not true duplicates. The only thematically close groups are around chat templating and model loading, but the paired items still describe different failure modes or code paths, so I would not merge any of them.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44521 is the best anchor for the cluster because it is an active, user-facing multimodal `apply_chat_template` bug with inbound references and the broadest surrounding discussion; it is the clearest representative of the small chat-template subtheme here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the most suitable global issue because it is open, has multiple references, and sits at the center of the most coherent subset of related items; the rest of the cluster is too heterogeneous to justify a tighter canonical choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Both mention embedding-related regressions, but one is about `processor.tokenizer`/image passing behavior and the other is about `resize_token_embeddings` reinitializing outputs; different bugs and code paths." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both hit `apply_chat_template`, but one is about assistant messages with tool calls and no content, while the other is an empty-list crash; close in surface area, not the same underlying bug." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement in positional encoding and Fuyu's bare `except:` swallowing errors are unrelated failures despite both touching runtime behavior." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "One is `AutoTokenizer` ignoring `tokenizer.json`; the other is `list_repo_files` not forwarding `revision`. Same repo area, different issues." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize/tie-weight behavior and Whisper empty-transcription generation are distinct model bugs with no shared code-path evidence." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal/chat-template adjacent, but one is all-zero assistant masks and the other is wrong `vision_position_ids` for Qwen2.5-VL video input; not the same defect." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend from a Torch install are separate dependency/runtime problems." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline `top_k` nesting behavior and Bart `decoder_attention_mask` initialization are unrelated bugs." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "`trust_remote_code` cache-path collisions and a missing `is_falcon_mamba_ssm_available` export are different import/runtime issues." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Slow import timing and unsafe `sys.modules[]` access are not the same bug, even though both involve import-time behavior." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Loading `zai-org/GLM-4.7-Flash` in tests and loading `microsoft/Phi-4-multimodal-instruct` in latest transformers are separate model-specific failures." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "A model-loading regression and stale `auto_mappings.py` references are different failure modes." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "`trust_remote_code=True` dropping fields from `AutoConfig` and an unrecognized model/config error are distinct configuration problems." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A stale CI device override test and a Phi-4 multimodal loading failure are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta and `post_init` reinitializing embeddings when `tie_word_embedding=False` are different model behaviors." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Llama `head_dim` validation and Rope-validation list handling are separate config-validation bugs." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "`number of categories cannot exceed 2^24` and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "A packaging/backend-selection issue and a generic dependency issue are too broad and not the same underlying defect." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling and multimodal assistant-mask generation are different tokenizer/template bugs." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 NER padding/truncation crashes and `transformers serve` KV-cache continuation indexing are unrelated code paths." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols (`Qwen2_5_VLImageProcessor` vs `AutoImageProcessor`) and likely different export gaps." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "A missing vision processor export and a missing `layer_type_validation` import are unrelated import failures." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The placeholder/data issue and `_torch_extract_fbank_features()` bug do not describe the same problem." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "`_gpu_broadcast_one` rejecting `None` in Trainer and embedding reinitialization after resizing are different failures." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 lm_head tying and Qwen3.5 save_pretrained regression affect different model internals." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Phi4 multimodal config defaults being initialized incorrectly and Qwen3_5MoeVisionConfig dropping a field under `@strict` are different config-serialization bugs." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Reading `position_ids` after buffer registration and divergent CPU/CUDA outputs for PPDocLayoutV3 are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 38, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44220", + "issue:44279", + "issue:44327", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45405", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46693", + "issue:46752" + ], + "soft_pairs": [ + "issue:43673|issue:46424", + "issue:41950|issue:44016", + "issue:43531|issue:45600", + "issue:44016|issue:44220", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:45083|issue:46506", + "issue:44683|issue:45446", + "issue:43381|issue:45593", + "issue:42907|issue:43441", + "issue:43526|issue:43901", + "issue:44496|issue:45042", + "issue:43673|issue:44336", + "issue:43901|issue:44496", + "issue:43976|issue:44279", + "issue:43441|issue:45588", + "issue:44496|issue:45759", + "issue:44792|issue:46424", + "issue:44016|issue:44062", + "issue:43824|issue:44933", + "issue:44327|issue:46752", + "issue:46123|issue:46369", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:43299|issue:45216", + "issue:45335|issue:45584", + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:44075|issue:44368", + "issue:39692|issue:43901", + "issue:43976|issue:45405" + ], + "prepared_review_unit_hash": "b4b9ea9f33887aac05b134899ca835f2e902813cc98270497c352c7dcc7d8421", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37199, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a grab bag of unrelated Transformers issues across models, pipelines, docs, cache/generation, and backend-specific regressions. None of the soft pairs look like the same underlying bug/change, so all are rejected.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out: the items span many distinct subsystems and model-specific failures, so there is no clear umbrella duplicate to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue candidate: the soft pairs are heterogeneous false positives, and no issue cleanly represents the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache behavior, but one is a missing GenerationMixin cache in chunked prefill while the other is cache length handling for quantized cache; different code paths." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification processor selection and a notebook syntax error are unrelated bugs in different surfaces." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings references are distinct issues with no shared fix." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and _torch_extract_fbank_features() failure are different failures in different components." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "A Python version compatibility report and a model-loading failure are not the same underlying defect." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Both involve processors/config, but one is processor.tokenizer regression and the other is resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Helper length computation in qwen3_omni_moe and CPU/CUDA result mismatch in PPDocLayoutV3 are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and a PyTorch version check bug for AuxRequest import are separate compatibility problems." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary losses when denoising is off affect different model/training paths." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and Ministral-3 FlashAttention crash are different failures." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and text classification docs around return_all_scores are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model loading and PIL image processors requiring torchvision are different class of issues." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache missing and ANSI code emission in loading_report have no shared bug." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for return_all_scores and model config recognition failure are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python support mismatch and a generic dependency issue do not describe the same bug." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "FlashAttention crash for Ministral-3 and sink-less s_aux=None AttributeError are separate code-path failures." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Generic unrecognized model error and composite Qwen multimodal config unwrapping are different model-loading problems." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A janus image-generation test failure is unrelated to cache max length handling." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword conflict are not the same defect." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Qwen2.5-VL import error and nonexistent image_utils import are distinct import/export issues." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans top-k bounds error and empty apply_chat_template list crash are different pipeline edge cases." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "MaskGenerationPipeline batch-finalization bug and sam3-litetext memory overflow are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "All-zero assistant masks for multimodal chat templates and FA2 long-context performance regression are different generation issues." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A dependency issue with transformers and a torch 2.4.1 incompatibility are not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE loading regression and Qwen3.5 save_pretrained checkpoint regression are different model lifecycle problems." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize not propagating to decoder.embed_tokens and Whisper empty-transcription failure are unrelated model-specific bugs." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and a missing decorator for apply_rotary_pos_emb registration are separate configuration/codegen issues." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A vague dependency issue and a MIN_PEFT_VERSION bump to an unreleased version are not the same underlying problem." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "processor.tokenizer regression and Deepseek tokenizer incorrect results are different tokenizer-related failures." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD args being ignored and a tie_word_embeddings warning are unrelated; one is optimizer behavior, the other is config warning noise." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 docs example mismatch/quantization failure and text classification docs mentioning return_all_scores are different documentation issues." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version support and an unreleased PEFT minimum version bump are distinct packaging/dependency concerns." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 39, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42796", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:44016", + "issue:44242", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44351", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45372", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46512" + ], + "soft_pairs": [ + "issue:46082|issue:46512", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:42796|issue:43650", + "issue:41950|issue:45020", + "issue:44779|issue:45812", + "issue:43299|issue:45357", + "issue:43479|issue:43525", + "issue:44242|issue:45200", + "issue:43299|issue:43854", + "issue:44466|issue:45276", + "issue:41950|issue:45823", + "issue:43653|issue:45593", + "issue:44683|issue:45542", + "issue:43650|issue:46209", + "issue:44462|issue:45081", + "issue:44016|issue:44291", + "issue:44361|issue:45593", + "issue:43441|issue:45834", + "issue:45103|issue:45372", + "issue:42994|issue:43317", + "issue:33290|issue:45656", + "issue:45081|issue:45907", + "issue:45600|issue:45712", + "issue:44623|issue:44749", + "issue:44261|issue:44263" + ], + "prepared_review_unit_hash": "688d05e3bac42eea6617d15d9eb5d39fcf7f41080188d2bfff3e14c6251727f4", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35044, + "estimated_input_tokens": 8761, + "estimated_eval_tokens": 17778 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous transformer bug issues with no true duplicate group. The only near-match is the save_pretrained/serialization regression pair, but they still look like different bugs, so I rejected all soft edges.", + "confidence": 0.33, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster; if one anchor is required, issue 45216 is the closest fit because it is a concrete v5 save_pretrained regression and is the nearest soft match to another serialization-related issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45216 is the strongest representative of the only loosely related subgroup (save_pretrained/serialization regressions), but the rest of the cluster is not about the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Different bugs: LlamaConfig head_dim validation vs stale config.dtype after from_config. Same config area, but not the same underlying issue." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Both involve save_pretrained/dtype regressions, but one is BLIP2 submodules staying float32 while the other is Qwen3.5 saving wrong checkpoint keys. Different failure modes and code paths." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A missing HybridCache import is a specific symbol break, while the other is broad import failures after upgrade. Not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Unrelated: tokenizer BPE marker handling vs a vague 'ADD THE DATA' issue." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline processor lookup and remote_code breakage are different problems." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but for different model families and likely different code paths; not one concrete bug." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Model loading failure for Qwen3VL MoE vs save_pretrained serialization of Qwen3.5 visual encoder keys. Different surfaces." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config issues: missing default vision/audio subconfigs vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different logic: router load-balancing loss gating vs Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different models and load failures; one is Qwen3VL MoE, the other GLM-4.7-Flash unit-test loading." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both touch weights/embeddings, but one is lm_head.weight serialization inconsistency and the other is resize_token_embeddings not updating Gemma4 embedding/output layers." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Completely different bugs: processor lookup in a video pipeline vs Gemma4 device mismatch during forward." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token decode bug vs D-FINE auxiliary loss behavior. No overlap." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to tensorboard without TensorFlow backend errors." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Unrelated issue text vs FP8 inference failure on B200." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but AutoTokenizer ignoring tokenizer.json and _patch_mistral_regex backend_tokenizer crashes are different bugs." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to the init_empty_weights unexpected _is_hf_initialized argument regression." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss bug are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different model-specific failures: Ministral-3 FlashAttention vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring future-annotations crash is unrelated to ReasoningEffort import failure in processor loading." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantization/offload, but one is saving quantized models and the other is loading dequantized models with device_map=auto. Not the same underlying bug." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Deepspeed Adafactor OOM and optimizer.step being called twice are different optimizer integration bugs." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash vs list_repo_files not forwarding revision. Different components." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo-maintenance/CI-related, but one is auto_mappings referencing removed configs and the other is leftover dummy classes." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "processor.save_pretrained missing files is unrelated to the reported tokenizer slowdown after upgrading to 5.3.0." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different issues: MLA rms_norm_eps precision handling vs torch.split return values in GlmMoeDsaIndexer." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 40, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:41628", + "issue:42175", + "issue:42491", + "issue:43299", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44779", + "issue:45003", + "issue:45072", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45800", + "issue:45823", + "issue:46291", + "issue:46399", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46829" + ], + "soft_pairs": [ + "issue:42175|issue:43976", + "issue:44623|issue:45397", + "issue:44671|issue:44779", + "issue:43901|issue:44246", + "issue:43723|issue:44162", + "issue:43441|issue:44683", + "issue:43673|issue:43761", + "issue:45542|issue:45800", + "issue:43824|issue:43976", + "issue:43525|issue:43881", + "issue:44016|issue:45823", + "issue:46291|issue:46399", + "issue:44188|issue:44336", + "issue:44589|issue:45362", + "issue:43525|issue:43643", + "issue:46655|issue:46726", + "issue:44336|issue:44373", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:44246|issue:44496", + "issue:44297|issue:45397", + "issue:45072|issue:46829", + "issue:45561|issue:45563", + "issue:45103|issue:46399", + "issue:46614|issue:46665", + "issue:44242|issue:45593", + "issue:43526|issue:45003", + "issue:42491|issue:43299" + ], + "prepared_review_unit_hash": "f8090855bbab8e0c0f1d3566d5aed04c3892e46af6b5d326eb918036eedbc6fe", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36031, + "estimated_input_tokens": 9008, + "estimated_eval_tokens": 18272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mix of unrelated Transformers issues rather than a true duplicate set. None of the soft pairs appear to describe the same underlying bug or change, so all are rejected.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43824 is the strongest standalone report in the set: a concrete, user-facing import failure with detailed reproduction and inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the most actionable and highest-signal issue here; it has clear impact and more evidence than the other unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backend selection vs Python-version compatibility; different failure modes and fixes." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing files on processor save is unrelated to a zero3/from_pretrained loading crash." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different components: masked-LM prediction bug vs tokenizer regression." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for a pipeline argument vs slow import performance; not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading issue and ESM2 model breakage are separate model-specific regressions." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention kernels, but one is FlashAttention on Ministral and the other is compiled flex_attention on torch>=2.9; different code paths." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache issue during chunked prefill is unrelated to CLIPVisionModel hidden_states output." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard/TF backend installation bug is unrelated to a torch/transformers version incompatibility." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2.5-VL class import is not the same as Python 3.9/3.10 support regression." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model loading failures with different root causes; no shared concrete code path." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-mapping mismatch are unrelated." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel package metadata/version requirement issue vs a missing-decorator registration crash; different fixes." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention kernel divergence on torch.compile is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to Qwen3.5 chat crashing." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "A missing model config field and a trust_remote_code config hydration bug are related only broadly, not the same concrete defect." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding math bug vs missing vision-backend error; different underlying problems." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI output bug and a wrong docstring are not duplicates." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure and Python version support issue are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import-time NameError in sentence-transformers is not the same as missing TensorFlow backend installation." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness and unrecognized model config errors have different causes and remedies." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to Gemma4 zero3 loading." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Dtype mismatch in inference is unrelated to hidden_states being returned in the wrong output field." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "xdist race in testing utils is unrelated to a stale generation warning." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring annotation crash and kernel registration error are unrelated." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language state is a tokenizer/backend caching bug, not a generic from_pretrained inconsistency." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern missing auxiliary losses, but they occur in different models and different conditional branches; not the same fix." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE loading, but one is LoRA compatibility across branches and the other is a Qwen3VL MoE load regression; too different to merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 41, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43475", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44479", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45759", + "issue:45859", + "issue:46132", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46655", + "issue:46752", + "issue:46821" + ], + "soft_pairs": [ + "issue:43540|issue:46752", + "issue:43531|issue:45362", + "issue:44246|issue:44871", + "issue:44295|issue:45397", + "issue:44336|issue:44485", + "issue:45003|issue:46821", + "issue:44451|issue:46752", + "issue:44336|issue:46424", + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:44779|issue:45292", + "issue:41950|issue:44220", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:44734|issue:46424", + "issue:45003|issue:45561", + "issue:44496|issue:45003", + "issue:43540|issue:46655", + "issue:43673|issue:44561", + "issue:44162|issue:45200", + "issue:44479|issue:46655", + "issue:45859|issue:46399", + "issue:44242|issue:44857", + "issue:45375|issue:45759", + "issue:43262|issue:44246", + "issue:44295|issue:44749", + "issue:43475|issue:46369", + "issue:36246|issue:43596" + ], + "prepared_review_unit_hash": "86748a0b9f41f92d66e70f292d455a5c722edb17c99bd7ab60830191e7168785", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36588, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated Transformers bug reports spanning different models, cache/offline behavior, pipelines, and runtime environments. None of the soft-linked pairs look like the same underlying defect, so I would not merge any of them as duplicates. The strongest representative issue is the broad Qwen video regression report.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44479 is the broadest, most central report here: it describes a concrete regression in v5.3.0 affecting multiple Qwen video/multimodal variants, with a shared code-path problem rather than a narrow model-specific edge case.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best standalone issue because it is specific, high-signal, and covers a wider affected surface than the other candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Different failures: Qwen3OmniMoe video input processing vs empty-list handling in apply_chat_template." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Different subsystems and symptoms: sliding_window behavior in Qwen3-MoE vs transformers chat crash for Qwen3.5-35B." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "MoE router loss computation is unrelated to Gemma eos_token_id config mismatch." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Buffer/position_ids access bug is not the same as Gemma-4 ZeRO3 from_pretrained failure." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI color output in loading_report is unrelated to GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules access safety bug is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading regression for vesteinn/ScandiBERT is unrelated to empty chat-template inputs." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Terminal coloring in loading_report and cache-length handling are different concerns." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache/tokenizer loading bug is not the same as AttentionInterface.register behavior changes." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile/SDPA crash in Bamba is unrelated to PPDocLayoutV3 CPU/CUDA result differences." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer regression is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline choosing image processors is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor import and missing is_offline_mode are different import errors." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols: Qwen2_5_VLImageProcessor vs HybridCache." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "TextClassificationPipeline docs mismatch is unrelated to sys.modules access in modeling_utils." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is not the same as ZeRO3 deque IndexError." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV cache continuation crash in transformers serve is unrelated to cache max length configuration semantics." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access safety issue is unrelated to pytest-xdist captured_info.txt race conditions." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized OLMo-Hybrid model config is unrelated to unsafe sys.modules lookup." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and SmolVLM padding calculation bug are separate video bugs." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "GenerationMixin cache missing in chunked_prefill is unrelated to trust_remote_code breakage from removed is_torch_fx_available." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 model breakage is unrelated to Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but they affect different models and different code paths: Qwen video regression vs SmolVLM padding." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is not the same as missing decorator for apply_rotary_pos_emb registration." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Router logits/load balancing loss is unrelated to LwDetrImageLoss AMP/CUDA crashes." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing deepstack_visual_indexes in config is unrelated to unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug is unrelated to load balancing loss/router logits behavior." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer error and post-upgrade filtering slowdown are different bugs with different symptoms." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 video encoder missing attribute and memory overflow in sam3-litetext are separate issues." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor import is unrelated to ZeRO3/BertModel index errors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 42, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:42886", + "issue:43065", + "issue:43295", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44623", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:46123", + "issue:46170", + "issue:46399", + "issue:46506", + "issue:46710", + "issue:46726", + "issue:46829" + ], + "soft_pairs": [ + "issue:45137|issue:45600", + "issue:44877|issue:45375", + "issue:45292|issue:45584", + "issue:43295|issue:45292", + "issue:44561|issue:46399", + "issue:44623|issue:46726", + "issue:44466|issue:45335", + "issue:44038|issue:46506", + "issue:29870|issue:30333", + "issue:44987|issue:45459", + "issue:44479|issue:46170", + "issue:43352|issue:45250", + "issue:45412|issue:46123", + "issue:43653|issue:44162", + "issue:44060|issue:44077", + "issue:44368|issue:44977", + "issue:44877|issue:46170", + "issue:44995|issue:45200", + "issue:42886|issue:45229", + "issue:43475|issue:43540", + "issue:45397|issue:45656", + "issue:43065|issue:43408", + "issue:44368|issue:45563", + "issue:43931|issue:44368", + "issue:44995|issue:45588", + "issue:43723|issue:46710", + "issue:44898|issue:46829" + ], + "prepared_review_unit_hash": "2bd34c9e0d127f5f084d94fe72bd898fc6dd5abeae1083e31223ff9ffa13f434", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35843, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is loosely related by recurring Transformers v5/v6 regression reports, but the paired items are mostly distinct bugs across different models and subsystems. None of the soft edges look like true duplicates.", + "confidence": 0.34, + "canonical_issue_reason": "issue:44479 is the broadest concrete regression report in the set, spanning multiple Qwen VL variants and a shared v5.3.0 video-input failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest representative of the cluster\u2019s main theme: a real, user-facing Transformers regression with clear scope and affected models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to a removed Sam3LiteText config reference." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve loading/config validation, but they target different models and different missing-config problems." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings behavior is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression is a different code path from output-embedding resize propagation." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "trust_remote_code breakage from removing is_torch_fx_available is unrelated to Qwen3.5 kernel registration." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing processor.save_pretrained files is not the same as AutoProcessor failing when a vision backend is absent." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both mention tied/resized embeddings, but one is device-dependent serialization and the other is a model-specific resize propagation bug." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Different models, different symptoms, and no shared concrete bug path." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "BART generate() decoder_attention_mask crash is unrelated to MLFlow reporting after failed training jobs." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Both concern tokenizer loading, but one is a version-specific model load failure and the other is exception masking when protobuf is missing." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen models is unrelated to a Windows/ROCm torch.distributed import problem." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model not supporting Flash Attention 2.0 is not the same as a generic flash-attention topic issue." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory release and MaskGenerationPipeline partial-batch handling are distinct bugs." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration is unrelated to the broad ESM2 breakage report." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Tied-weights warning logic and patchtsmixer post_init allowance are different validation/config issues." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Same family name, but one is a tied-embeddings warning while the other is a flash-attention generation failure." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading and Windows ROCm import/dependency failure are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache crash is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma 4 multi-GPU OOM are clearly different problems." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal/video issues, but they affect different models and different internal objects." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 Zero3 loading and double optimizer stepping under deepspeed are not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3 dummy Conv2d implementation and sam3_video vs sam3_tracker mismatch are related only by model family, not by defect." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "These are different warnings with different triggers and code paths." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to tie_word_embeddings warnings." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Second-forward stale cache crash is unrelated to a flash_attention AttributeError on s_aux=None." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading regression and accuracy regression on DeepSeek are not the same concrete issue." + }, + { + "left": "issue:44898", + "right": "issue:46829", + "accept": false, + "reason": "Perceiver interpolation failure and VideoPrism output field mix-up are different vision-classification bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 43, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43441", + "issue:43475", + "issue:43482", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43761", + "issue:43906", + "issue:43986", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44297", + "issue:44361", + "issue:44483", + "issue:44610", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44964", + "issue:45137", + "issue:45356", + "issue:45375", + "issue:45478", + "issue:45584", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829" + ], + "soft_pairs": [ + "issue:44188|issue:46202", + "issue:45987|issue:46082", + "issue:43906|issue:46202", + "issue:44483|issue:46202", + "issue:44610|issue:46829", + "issue:44188|issue:46421", + "issue:45685|issue:46431", + "issue:45584|issue:46170", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:43761|issue:44242", + "issue:43994|issue:46726", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:44871|issue:46132", + "issue:44623|issue:45656", + "issue:42994|issue:43482", + "issue:43232|issue:43673", + "issue:43441|issue:46752", + "issue:45375|issue:45478", + "issue:43475|issue:43643", + "issue:43475|issue:46821", + "issue:28282|issue:30990", + "issue:43986|issue:46726", + "issue:44869|issue:45356", + "issue:44964|issue:45137" + ], + "prepared_review_unit_hash": "fdb447c38eb281fe7707ddc2d7b7867a9961731690db7483ac0193b380801976", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35546, + "estimated_input_tokens": 8887, + "estimated_eval_tokens": 18030 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue reports across different models and subsystems. The only clear duplicate-like pair is the Qwen3.5 MoE config regression: one report identifies the missing `deepstack_visual_indexes` field and the other reports the resulting `from_pretrained` failure.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45478 is the most representative user-facing report of the Qwen3.5 MoE regression, while 45375 looks like the root-cause diagnosis of the same missing-config-field bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45478 is the broadest and clearest issue for the underlying Qwen3.5 MoE `from_pretrained` regression and is the best single issue to keep as the canonical entry.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Different bugs: attention-kernel divergence under `torch.compile` vs Gemma roundtrip/tokenization behavior." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Unrelated failures: cache sequence length return type vs Llama head-dimension validation." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "One is an isolated reproduction of another issue; the other is a Gemma pipeline roundtrip bug." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat-completions request rejection is unrelated to Gemma pipeline roundtrip behavior." + }, + { + "left": "issue:44610", + "right": "issue:46829", + "accept": false, + "reason": "Different model/processor bugs: input-size mismatch vs incorrect hidden_states output mapping." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache/prefill, but one is a torch.compile kernel divergence and the other is recompilation from lazy cache init." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "Unrelated: MPS histogram support error vs missing chat template in a processor." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription crash is unrelated to Windows ROCm distributed dependency import/type errors." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Different features entirely: Sam3PixelDecoder dummy conv vs MaskGenerationPipeline final-batch handling." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but one is tokenizer metadata and the other is missing processor files; not the same bug." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError is unrelated to the training slowdown regression after upgrade." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIP hidden_states regression and MoE load-balancing loss omission are different code paths and symptoms." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Both touch AutoProcessor/vision, but one is a bad SigLIP2 inference result and the other is missing-backend error handling." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage is not the same as ESM2 being broken." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression during filtering is unrelated to deepspeed optimizer stepping twice." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch is a distinct bug from the upgrade slowdown report." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma EOS config mismatch is unrelated to AttentionInterface registration behavior changes." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save files and double optimizer stepping are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized save failure and GGUF load failure are opposite directions and different failure modes." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both mention generation/cache, but the concrete bugs differ: sync_gpus update handling vs missing cache during chunked prefill." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 is unrelated to empty-list chat-template crashes." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Same underlying Qwen3.5 MoE bug: 45375 identifies the missing config field and 45478 reports the resulting `from_pretrained` regression." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 output attribute missing and AutoConfig missing fields are different issues in different components." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "SAM3 vision output bug is unrelated to TimesFM `window_size` AttributeError." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-not-found import error is not the same as Sentence Transformers getting stuck loading." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both concern AutoProcessor and missing vision support, but one is a video-model crash without torchvision and the other is a generic unrecognized-image-processor error; not enough evidence they are the same concrete bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash and Kimi tokenizer regression are distinct failures." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure is unrelated to DeepSpeed ZeRO3 deque underflow." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The review is grounded in the packet and stays mostly conservative. The only accepted soft edge, issue:45375 \u2194 issue:45478, is plausibly the same Qwen3.5 MoE config regression based on the titles and references. The rest of the pairwise rejections are appropriately cautious given the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 44, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43504", + "issue:43525", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44623", + "issue:44792", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45375", + "issue:45397", + "issue:45406", + "issue:45561", + "issue:45600", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46701", + "issue:46726" + ], + "soft_pairs": [ + "issue:41628|issue:44933", + "issue:45310|issue:45375", + "issue:45230|issue:45397", + "issue:39692|issue:46726", + "issue:44038|issue:44623", + "issue:42994|issue:43525", + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43784|issue:46399", + "issue:43232|issue:44188", + "issue:45406|issue:46202", + "issue:43873|issue:44945", + "issue:44945|issue:45753", + "issue:41628|issue:44351", + "issue:42994|issue:43824", + "issue:42673|issue:43704", + "issue:45081|issue:45103", + "issue:44038|issue:45310", + "issue:46202|issue:46701", + "issue:44222|issue:45310", + "issue:43278|issue:45137", + "issue:36010|issue:41628", + "issue:42831|issue:44222", + "issue:43232|issue:44792", + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:30333|issue:33290", + "issue:42175|issue:44933", + "issue:44496|issue:45561", + "issue:43976|issue:44933", + "issue:30990|issue:35141" + ], + "prepared_review_unit_hash": "0fbacba030712d7370352e75b0f8758f46f9cd78a38992b34bc92d4c905c8acf", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36715, + "estimated_input_tokens": 9179, + "estimated_eval_tokens": 18614 + }, + "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 / model-specific regression reports rather than one duplicate bug. The only clear duplicate soft edge is the repeated Qwen3ForCausalLM multi-thread VRAM leak report; the rest are related at a broad theme level but not the same concrete code-path problem.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 41628 is the best representative of the cluster\u2019s broadest pattern: top-level import/API breakage in Transformers. It is more generic and central than the many model-specific or unrelated regressions in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "41628 is the strongest single issue to anchor the cluster because it captures the common import-surface regression theme without overfitting to one model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import failures, but they involve different missing symbols/modules (AutoImageProcessor vs image_utils) and different fixes." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Different bugs: a Qwen3.5 MoE from_pretrained error versus a missing deepstack_visual_indexes config field being dropped." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "45230 is too generic to establish identity, and 45397 is a specific gemma-4 zero3 loading failure." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Both touch vision/documentation flows, but one is a SigLIP2 example/quantization mismatch and the other is an AutoProcessor backend-missing error." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different code paths: Qwen3-VL-Moe model bug versus processor.save_pretrained missing files." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure is unrelated to the Llama4Config pad_token_id attribute error." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message on mistral_common are separate tokenizer issues with different symptoms." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance is unrelated to the InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Importing sentence-transformers with latest transformers and a Qwen3.5 kernel-registration ValueError are different failures." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "One is a generation-kwargs update issue after sync_gpus; the other is a torch.compile attention-kernel branching problem." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is not the same as the Gemma pipeline roundtrip failure on \u2581." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallelism output correctness are different bugs." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Both involve generation on Qwen models, but one is pipeline-parallel incorrect output and the other is an infinite loop on a specific image." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are top-level import errors, but they are different missing APIs (AutoImageProcessor vs HybridCache) and likely distinct fixes." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized saving failure and Qwen2_5_VLForConditionalGeneration import failure are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same reported bug: Qwen3ForCausalLM leaks VRAM when used in multiple dataloader threads." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral tokenizer backend_tokenizer crash and auto_docstring future-annotations AttributeError are separate failures." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen MoE, but the concrete failures and model versions differ." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both are Gemma-related pipeline issues, but they are different outputs and different failure modes." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained moe is not the same as the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in evaluate and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import regressions, but they concern different symbols and modules, so they should not be merged." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy degradation and FP8 save_pretrained failure are related only at a broad quantization level, not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to the janus image generation test failure." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "A legacy-field loading bug for BeitForSemanticSegmentation is unrelated to the pytest-xdist captured_info.txt race." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test-worker file race and removed Sam3LiteText config references are separate CI issues." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting on failed training jobs and Adafactor OOM in deepspeed are different training issues." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Package backend installation coverage and a missing image_utils import are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading and xdist file-race CI failures are not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and a missing image_utils import are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The only accepted pair is the exact duplicate Qwen3ForCausalLM VRAM-leak report, and the rejected pairs are appropriately treated as similar-but-distinct bugs rather than merged issues. The choice of 41628 as a central import/API regression anchor is reasonable given the listed issues." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 45, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43377", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44242", + "issue:44295", + "issue:44297", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829" + ], + "soft_pairs": [ + "issue:42175|issue:45712", + "issue:42898|issue:44568", + "issue:43479|issue:46829", + "issue:46077|issue:46123", + "issue:43377|issue:44242", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42673|issue:46693", + "issue:44016|issue:46231", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:42222|issue:45200", + "issue:43479|issue:44079", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:27957|issue:30333", + "issue:43874|issue:45092", + "issue:30333|issue:34689", + "issue:42898|issue:45356", + "issue:42898|issue:43295", + "issue:44295|issue:45656", + "issue:43116|issue:44190", + "issue:44060|issue:45125", + "issue:45405|issue:45712", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:44075|issue:46231" + ], + "prepared_review_unit_hash": "98fb26a3692e521e3838bc50a9492a59fd419aa3437cf33328bade29494b3546", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36971, + "estimated_input_tokens": 9243, + "estimated_eval_tokens": 18742 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and does not look like a true duplicate set. It mixes unrelated packaging/import issues, tokenizer-v5 regressions, multimodal model bugs, examples/docs problems, and training/runtime bugs. If one issue has to represent the cluster, issue 42898 is the broadest tokenizer-regression report, but it is still not a duplicate of most others.", + "confidence": 0.24, + "canonical_issue_reason": "Issue 42898 is the most central and broadest report in the weak tokenizer-regression subset, with the most soft links to other v5 tokenizer complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42898 is the best representative of the cluster's small tokenizer-regression theme, but the surrounding issues are too diverse for a single definitive duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Both relate to torch/dummy backend packaging, but one is a missing TensorFlow backend and the other is leftover dummy classes; not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but one is global cleanup-space behavior and the other is BOS/EOS insertion for a specific tokenizer." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different multimodal bugs: one is default config initialization, the other is incorrect output field assignment." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Unrelated model attention-mask bug vs pipeline batching bug." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Different code paths: padding-mask sensitivity in MIMI encoder vs MoE load-balancing loss gating." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "One is processor save_pretrained file emission, the other is Qwen3.5 MoE loading regression." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different multimodal components and symptoms; config defaults vs Whisper timestamp decode crash." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both mention generation/performance, but one is a VRAM leak in dataloader threads and the other is a long-context FA2 regression." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and documentation parameter mismatch are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but one is cleanup-space behavior and the other is wrong Granite token IDs." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer problems: loading failure in v5 vs add_special_tokens behavior for one tokenizer." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but the reported failure modes and affected code paths differ." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and failures: vitpose breakage vs Gemma4 mm_token_type_ids defaulting." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config initialization bug and ModelOutput key assignment bug are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and different failure causes." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache indexing crash is unrelated to auto-docstring annotation handling." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "XLMRoberta Flash Attention issue and MLflow reporting issue are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different multimodal model bugs: missing processor method vs remote-code meta-init incompatibility." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job reporting failure is unrelated to Llama vision model loading regression." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they describe different mechanisms and model-specific symptoms." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Processor/tokenizer API regression is different from cleanup-space behavior changes." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer read error and double optimizer-step bug are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and different failures; one returns empty classification results, the other cannot load a local dataset." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Same model family name, but different bugs: tied-weights warning vs missing tensor-parallel plan." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning issue and dummy class cleanup are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow reporting and output-embedding reinitialization are unrelated bugs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Different import failures with different missing modules/libraries." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save_pretrained, but one is FP8 MoE model saving and the other is tokenizer class metadata." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Nonexistent image_utils import and leftover dummy classes are separate import/cleanup issues." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling and docs parameter naming are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 46, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45245", + "issue:45310", + "issue:45381", + "issue:45656", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46421", + "issue:46424", + "issue:46431", + "issue:46655", + "issue:46710", + "issue:46762" + ], + "soft_pairs": [ + "issue:44360|issue:46762", + "issue:42831|issue:44623", + "issue:44448|issue:46132", + "issue:44297|issue:45656", + "issue:42796|issue:43723", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:41628|issue:42757", + "issue:45071|issue:46082", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:46132|issue:46710", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:44190|issue:46082", + "issue:43232|issue:46424", + "issue:43122|issue:46209", + "issue:44206|issue:45103", + "issue:43232|issue:45834", + "issue:44263|issue:45092", + "issue:44734|issue:46421", + "issue:43475|issue:46305", + "issue:46209|issue:46431", + "issue:46305|issue:46655", + "issue:44295|issue:44623", + "issue:44263|issue:44360", + "issue:30990|issue:38175", + "issue:44263|issue:44373", + "issue:42831|issue:45310", + "issue:45381|issue:46305", + "issue:42907|issue:46050", + "issue:44279|issue:46328", + "issue:43644|issue:46305" + ], + "prepared_review_unit_hash": "48565d7cb14c411dcaf75e1c05f55d1a4d4fd31ae95c230f7fbb83c7469807d8", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37486, + "estimated_input_tokens": 9372, + "estimated_eval_tokens": 19000 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set; it mixes many unrelated Transformer issues (tokenization, generation, config validation, save/load, FP8, multimodal/video bugs). The soft-similarity pairs are mostly broad subsystem overlap, not the same underlying defect.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is heterogeneous and the apparent matches are mostly superficial similarity rather than the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "If one representative issue is needed, issue:44297 is the clearest, most self-contained report, but it does not subsume the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "Different bugs in different attention/indexing implementations; one is about a DSA indexer, the other about Minimax MSA numerical differences." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression vs missing files in processor.save_pretrained; unrelated failure modes." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different code paths: Pegasus output regression versus AttentionInterface.register changing callable behavior." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to deepspeed causing optimizer.step to run twice." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both involve tokenizers, but one is BPE marker handling and the other is an AutoTokenizer.from_pretrained import/load problem." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but one is FP8 MoE serialization and the other is processor file emission; different bugs." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config default initialization is not the same as non-persistent buffers being filled with junk." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime limit and AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Two distinct missing-symbol import errors affecting different packages and APIs." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression is different from LlamaConfig head_dim validation logic." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mismatch for position_ids is not the same as the GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch and Qwen3.5 MoE from_pretrained error are separate issues." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "AttentionInterface.register behavior change is unrelated to a model accuracy regression." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained bug is unrelated to a question about max_shard_size defaults." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading/import issue and flash-attention generation failure are different problems." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Example script failing to load a local dataset is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and cache max length behavior are different cache/generation bugs." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization changes across versions and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor center-arg crash and auto_docstring annotation crash are unrelated modules." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwarg handling is not the same as the Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer split behavior and remote-code checkpoint meta-init incompatibility are different bugs." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache, but one is a serve KV-cache indexing crash and the other is spurious recompilation from lazy cache init." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 Video missing attribute and MoonshineStreaming mask off-by-one are unrelated video bugs." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template in processor.save_pretrained are unrelated." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but one is a sliding-window mask off-by-one and the other is incorrect padding in a video processor." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access error is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same broad DSA area, but the concrete defects differ: torch.split return handling versus missing ReLU." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-transformers loading hang and zero probabilities in SigLIP2 are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer split behavior and a docstring error for position_ids are not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Both are model/precision regressions, but one is FineGrainedFP8 accuracy and the other is a Qwen3.5 MoE loading error." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL video vision_position_ids and MoonshineStreaming mask logic are different models and different defects." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized Ministrals save failure and sinq quantized save/load breakage are related only at a very broad save/load level." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A dependency issue with transformers is unrelated to a SequenceFeatureExtractor.pad performance problem." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and a sliding-window mask off-by-one are unrelated bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 47, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44483", + "issue:44488", + "issue:44568", + "issue:44829", + "issue:44945", + "issue:45092", + "issue:45278", + "issue:45357", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46369", + "issue:46402", + "issue:46762" + ], + "soft_pairs": [ + "issue:45092|issue:45357", + "issue:44829|issue:46002", + "issue:22355|issue:27957", + "issue:44261|issue:45092", + "issue:44483|issue:45406", + "issue:42831|issue:44038", + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:39401|issue:44568", + "issue:27957|issue:30990", + "issue:42886|issue:43066", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:44188|issue:44373", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:44261|issue:44373", + "issue:43646|issue:46002", + "issue:42796|issue:43122", + "issue:42907|issue:44945", + "issue:43576|issue:43784", + "issue:30990|issue:33357", + "issue:43756|issue:44060", + "issue:42371|issue:44263", + "issue:44295|issue:44297", + "issue:39401|issue:44488", + "issue:43976|issue:44945", + "issue:46172|issue:46762" + ], + "prepared_review_unit_hash": "49940d5749f091da59f222427eeedbaa21065e2e600812f59bb6351e49030e44", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36224, + "estimated_input_tokens": 9056, + "estimated_eval_tokens": 18368 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: most items are unrelated tokenizer/import/regression/model-specific issues, so there is no strong duplicate core. I rejected all soft edges as not the same underlying bug or change.", + "confidence": 0.21, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella candidate in this set, covering a version-upgrade import-regression theme that is closer to several other import-related reports than the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best global issue candidate because it is the most general and could reasonably absorb adjacent import-error reports if any consolidation were needed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Different models and different failure modes: meta-initialization incompatibility vs incorrect visual encoder keys on save." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Both are training/initialization problems, but the concrete bugs differ: flash-attention training degradation vs NaNs from checkout+init." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Unrelated: an import-path failure for transformers.onnx versus an XLMRoberta flash-attention issue." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Different code paths and symptoms: MLA RMS norm epsilon precision issue vs remote-code/meta-init incompatibility." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Serve/API request parsing failure and Gemma4Processor attribute crash are different concrete bugs." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different models and likely different causes; one is a FineGrainedFP8 accuracy regression, the other is a Qwen3-VL-Moe bug report." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules; not the same underlying bug." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "A model-type warning and missing text-encoder weights are distinct SAM3 issues, not one duplicate defect." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy loss and a Qwen3_5 image infinite-loop issue are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "ONNX import failure versus tokenizer spacing after added tokens; no shared underlying bug." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer regressions on different models: wrong offset mappings vs missing BOS/EOS addition." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is not the same bug as Sentence Transformers getting stuck loading." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline-cache tokenizer loading failure and wrong decoder type in v5 are different tokenizer issues." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-regression report, but 42757 is a specific missing import from huggingface_hub; not the same concrete bug." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer offline-cache loading and quantized model saving are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a wrong docstring for position_ids." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both mention SAM3, but a memory overflow in sam3-litetext is not the same as a model-type warning for sam3_tracker." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs handling and D-FINE auxiliary-loss behavior are unrelated code paths." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A numerical precision/config bug is not a docstring issue." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different failures, even if both involve initialization." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer BPE-marker handling for Ministral and version-to-version tokenization differences are not clearly the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model saving failure and incorrect LLM output under pipeline parallelism are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command and a NameError importing sentence-transformers are different regression surfaces." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are loading/runtime failures, but one is Sentence Transformers hanging and the other is a MacOS bus error on a CLIP model." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Qwen3-Next tied-weights warning are different architecture-specific issues." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 configuration guidance and torch.split return values in GlmMoeDsaIndexer are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Different tokenizer serialization problems: reading registered position_ids buffer vs mismatched tokenizer_class in config." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping for Qwen3 tokenizer and failure to load cjvt/sleng-bert are separate tokenizer/model issues." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility in 5.1.0 is unrelated to pipeline-parallelism output corruption." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Both concern numerical behavior, but they are different models and different attention implementations." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 48, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42898", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44117", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:45753", + "issue:46326", + "issue:46328", + "issue:46614" + ], + "soft_pairs": [ + "issue:42907|issue:44964", + "issue:42907|issue:43937", + "issue:43784|issue:45600", + "issue:44117|issue:44704", + "issue:41628|issue:45278", + "issue:44625|issue:44829", + "issue:44704|issue:45290", + "issue:39401|issue:44521", + "issue:44360|issue:44485", + "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:43122|issue:46326", + "issue:44038|issue:44297", + "issue:42907|issue:43452", + "issue:39401|issue:46614", + "issue:22355|issue:29159", + "issue:45216|issue:45478", + "issue:44038|issue:44295", + "issue:43116|issue:45200", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:42898|issue:46614", + "issue:43937|issue:44485", + "issue:38617|issue:45278" + ], + "prepared_review_unit_hash": "e3b631de1b14fc2eef82b1807f8905d89c6ff5134743096a9b935cb4e1295658", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37023, + "estimated_input_tokens": 9256, + "estimated_eval_tokens": 18768 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. The only mild thematic overlap is around import/version regressions, but the candidate pairs do not look like the same concrete bug or change, so I would not merge any of them.", + "confidence": 0.47, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set (\u201cmany import errors after update\u201d), making it the most reasonable anchor among otherwise unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global representative because it is the most general and could plausibly subsume several of the import-regression reports, even though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-related errors, but one is about saving dequantized Ministrals/Devstrals and the other about loading Phi-4 multimodal; different code paths and likely different bugs." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different models and different failure modes: dequantized save_pretrained vs invalid GenerationConfig." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Both are import-time breakages, but the missing `nn` in sentence-transformers and broken `auto_mappings.py` references are distinct causes." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "These touch tokenizer/processor plumbing, but one is a tokenizer mapping None-handling bug and the other is kwargs not forwarded to `cached_file`." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "`AutoImageProcessor` missing and \u201cmany import errors\u201d are related at a very high level, but the evidence is too broad to treat them as the same concrete bug." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Unrelated topics: config propagation for Qwen3.5 labels versus degenerate training with flash_attention_3." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Different API paths: processor kwargs forwarding versus chat template crashes on tool-call assistant messages." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both mention tokenization-related outputs, but one is wrong offset mappings and the other is multimodal assistant masks; not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Completely different components and problems: DSA indexer ReLU discussion vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM 3 Video-related, but a model-type warning and a missing `fpn_position_embeddings` attribute are different defects." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both are tokenizer/template regressions, but one is tokenization differences across versions and the other is zero assistant masks for multimodal inputs." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenization behavior, but they concern different tokenizer families and distinct regressions." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Different issues: Qwen3-VL-Moe bug versus tokenizer_class metadata mismatch on save_pretrained." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Both involve model I/O, but gguf_file loading failures and dequantized-model save failures are not the same underlying bug." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Both are tokenizer-related, but offset_mapping behavior and stale phonemizer backend state are separate code paths." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "An import failure for `transformers.onnx` is unrelated to slow-vs-fast tokenizer inconsistency." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 and version regressions, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading failure." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different symptoms and likely different subsystems: Qwen3-VL-Moe bug versus position_ids buffer access error." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Classification pipeline output emptiness and Gemma 4 mm_token_type_ids defaults are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE/model saving, but they are different bugs with different triggers and symptoms." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different exported symbols and there is no sign of the same code-path breakage." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions across versions, but they affect different models and different tokenization behavior." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Import errors in different packages (`huggingface_hub` vs `transformers`) are not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training and multi-label classification pipeline output are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift in evaluate and incorrect output under pipeline parallelism are different problems." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Different areas and symptoms: missing `transformers.onnx` module vs LayoutLMv3 error-message clarity." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "TensorFlow backend packaging and Python 3.14 loading failures are not the same underlying bug." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Both are multimodal model issues, but different models and different failure modes; not a duplicate pair." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile and SequenceFeatureExtractor.pad inefficiency are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenization cleanup behavior and phonemizer backend state are separate issues." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same model family (GLM-5) but different concrete bugs: generation config validation vs RoPE implementation." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import regressions, but the specific missing symbol and the broader \u201cmany import errors\u201d report are not the same concrete defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 49, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44263", + "issue:44355", + "issue:44380", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45092", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46752", + "issue:46762", + "issue:46829" + ], + "soft_pairs": [ + "issue:43066|issue:44779", + "issue:43611|issue:46002", + "issue:44355|issue:46231", + "issue:43116|issue:43493", + "issue:43976|issue:45446", + "issue:44038|issue:45478", + "issue:42673|issue:45072", + "issue:44625|issue:46002", + "issue:45357|issue:45478", + "issue:45083|issue:45446", + "issue:42371|issue:43874", + "issue:43618|issue:46829", + "issue:44075|issue:44936", + "issue:43116|issue:43825", + "issue:42222|issue:43441", + "issue:43992|issue:44704", + "issue:44995|issue:46697", + "issue:43066|issue:46710", + "issue:28348|issue:46640", + "issue:46614|issue:46752", + "issue:44263|issue:46762", + "issue:45092|issue:46762", + "issue:43827|issue:45446", + "issue:43064|issue:43673", + "issue:42673|issue:42796", + "issue:43937|issue:45563", + "issue:33453|issue:39401", + "issue:44380|issue:46077" + ], + "prepared_review_unit_hash": "770f370684b8b80705daf9b7896bc13609d40cb4ff81207fd9816e7034e6439f", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35786, + "estimated_input_tokens": 8947, + "estimated_eval_tokens": 18150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated v5-era regressions across tokenization, model loading, training, generation, attention, and docs. None of the soft-edge pairs looks like the same underlying bug or change, so I would not merge or dedupe them.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits the cluster well; the items span many distinct subsystems and failure modes rather than one shared bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a safe global duplicate target here. The titles point to different concrete problems, so picking one as the cluster representative would be misleading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related, but one is a decoder-type change in v5 and the other is a DeepSeek tokenization regression; different underlying bugs." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with base_model_prefix is unrelated to NaNs in classification heads during init/checkout." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a set_training() doc parameter typo are not the same issue." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example script multi-label output failure is unrelated to a SigLIP2 HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support bug and a PyTorch version check bug are different compatibility problems." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3-family v5 issues, but one is Qwen3-VL-Moe and the other is Qwen3.5-Moe from_pretrained loading; not the same concrete bug." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in multithreaded loading and bfloat16 dtype mismatches are different failure modes." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation in config is unrelated to NaNs appearing in classification heads." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 save/load regressions, but save_pretrained key mapping and from_pretrained loading errors are distinct bugs." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A helper length-computation issue in qwen3_omni_moe is unrelated to an import/version-check problem in flex_attention." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 configuration settings and a missing image-patch helper in GLM46V are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both concern output dataclasses, but they affect different model outputs and fields; not the same bug." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unused SGD args in the optimizer and trainer.evaluate() failing after train() are different training bugs." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Multi-label example-script failure and a pipeline() error-message regression are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose breakage and Ministral FlashAttention failures are completely different model-specific issues." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5 loading is unrelated to AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale indexer cache crash in GlmMoeDsa is unrelated to Swin2SR image over-padding." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression and a DeepSeek accuracy regression are different problems despite both being v5-related." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "A feature request for GPT2 FlashAttention support is not the same as a generic Flash Attention 2 issue." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale espeak backend state in phonemize is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "GlmMoeDsa torch.split() behavior and Minimax attention numerical differences are different model/code-path issues." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "InternVL2 meta-init incompatibility is unrelated to Minimax attention numerical discrepancies." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still mentioning pipeline() and a flex_attention import version check are not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Distributed optimizer state corruption in training and missing GenerationMixin cache in chunked prefill are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "A VRAM leak in Qwen3ForCausalLM is unrelated to a tokenizer BPE-marker handling bug in Ministral." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale num_return_sequences warning are different generation-path issues." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer loading regression and Qwen3 offset_mapping errors are related only broadly; not the same concrete bug." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling being ignored and Gemma4 bidirectional masks still being causal are different attention bugs in different models." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 50, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45356", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:46002", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46614", + "issue:46617", + "issue:46655", + "issue:46752" + ], + "soft_pairs": [ + "issue:45356|issue:46614", + "issue:43673|issue:46328", + "issue:42673|issue:46655", + "issue:44291|issue:45071", + "issue:42222|issue:46752", + "issue:45405|issue:45446", + "issue:44117|issue:45588", + "issue:44466|issue:46002", + "issue:44410|issue:45310", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:45071|issue:46512", + "issue:44829|issue:45216", + "issue:45341|issue:45561", + "issue:45341|issue:46328", + "issue:43450|issue:43986", + "issue:44117|issue:45081", + "issue:42617|issue:45341", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:45362|issue:46328", + "issue:43408|issue:43742", + "issue:44877|issue:46231", + "issue:42222|issue:46178", + "issue:44484|issue:45310", + "issue:42371|issue:44261", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:44410|issue:45478", + "issue:42371|issue:46617" + ], + "prepared_review_unit_hash": "934391b43d37b8a9823ddc2ba968c4506460367e6e948180fc44ae5701ba2d0c", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36689, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The proposed soft links are mostly loose lexical matches across different subsystems, models, or failure modes. I would reject all of them; this cluster does not look like one duplicate family. If forced to name a representative issue, #45310 is the strongest issue-style report in the set.", + "confidence": 0.62, + "canonical_issue_reason": "#45310 is the clearest, most specific user-facing regression report in the set: it names a concrete model family, version gate, and loading failure. It also sits in the most obviously duplicate-looking subthread among the Qwen3.5 MoE reports.", + "canonical_pr_reason": null, + "best_issue_reason": "#45310 is the best representative issue because it is narrowly scoped, versioned, and actionable. The rest of the items are too heterogeneous to serve as a better cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizer stacks and different bug classes: codec/warning regression vs stale phonemizer backend state." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing during chunked prefill is unrelated to a padding performance issue in SequenceFeatureExtractor." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is a different problem from incorrect video padding calculation in SmolVLM." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "One is an unexpected init_empty_weights argument error; the other is a PretrainedConfig type-checking regression." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model breakage and apply_chat_template empty-list crash are unrelated code paths." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency version bump issue is not the same underlying bug as a PyTorch version guard in flex_attention." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None is unrelated to an AttributeError on s_aux in flash_attention integration." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied lm_head weights is a different issue from NaNs appearing in classification heads." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "These are different Qwen model families with different failures: missing projections vs from_pretrained load error." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer issues, but they affect different models and different tokenization defects." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation failure is not the same as a flash-attention generation correctness bug." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type checking in PretrainedConfig and stale config.dtype after from_config are distinct configuration regressions." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash_attention_3 is not the same underlying bug as incorrect save_pretrained checkpoint serialization." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A generic testing_utils bug and an xdist race on captured_info.txt are not the same concrete defect." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing utility behavior and SequenceFeatureExtractor padding performance are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video processor shapes and missing torchvision crash are separate video-processing failures." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "A tokenizer mapping lookup bug is unrelated to the Mistral regex patch AttributeError." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A failure to run 3d_parallel.py does not match a testing_utils bug." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different API surfaces." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior regression and noisy logging message are not the same issue." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crashes and feature extractor padding inefficiency are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A sam3 model-type warning is unrelated to a key error while loading MobileLLM-125M." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech and a docstring parameter name mismatch are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose breakage and BACKENDS_MAPPING rejecting tensorflow_text are different problem areas." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size behavior is unrelated to the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API settings guidance and a q_a_layernorm precision/config bug are not the same defect." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "A tokenizer offset_mapping bug is unrelated to FP8 inference failing on B200." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and unrecognized model/config.json are different loading/validation problems." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3-related model-loading failures; the titles overlap only at a very broad model-family level." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 behavior settings and trust_remote_code cache loading FileNotFoundError are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 51, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42222", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45278", + "issue:45341", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45656", + "issue:45753", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46369", + "issue:46762" + ], + "soft_pairs": [ + "issue:44261|issue:46762", + "issue:38617|issue:44220", + "issue:44933|issue:45278", + "issue:44075|issue:45656", + "issue:44263|issue:44485", + "issue:43066|issue:43122", + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:43931|issue:44410", + "issue:42222|issue:45542", + "issue:45071|issue:45542", + "issue:44484|issue:45478", + "issue:44483|issue:45464", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43012|issue:43577", + "issue:43874|issue:44261", + "issue:27957|issue:43352", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44933|issue:46231", + "issue:44261|issue:44485", + "issue:45753|issue:46369", + "issue:44117|issue:44987", + "issue:43531|issue:45341", + "issue:43874|issue:44263", + "issue:43673|issue:46123", + "issue:45440|issue:46172", + "issue:43097|issue:45588" + ], + "prepared_review_unit_hash": "265e348a2fdfa15461acf19b9a9e14494cf219798d978e07c0a30db99114af07", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37108, + "estimated_input_tokens": 9277, + "estimated_eval_tokens": 18810 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly \u0441\u043e\u0441\u0442\u043e\u0438\u0442 of unrelated Transformers regressions across models, tokenizers, imports, attention backends, and generation code. None of the soft pairs look like the same concrete bug/change, so no duplicate merges are warranted.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45278 is the broadest representative of the set: it describes the recurring import-regression pattern after upgrading to v5.5.0, which is the closest shared theme among the candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the most general and useful umbrella issue in the cluster; the other issues are narrower, model-specific, or orthogonal regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both concern attention/numerical behavior, but they describe different models and different failure modes; not the same underlying bug." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Different import/runtime failures in unrelated code paths (`layer_type_validation` vs audio fbank extraction)." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific missing symbol from `image_utils` and the other is a broad upgrade breakage; not a single concrete bug." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both touch optimizers, but one is about SGD arguments being ignored and the other about Deepspeed causing double stepping." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM-related bugs: DSA indexer split semantics vs RoPE implementation." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about decoder type and the other about changed tokenization output; too broad to merge." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Unrelated regressions: removed config API vs unexpected position-id keys." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache regression vs a small testing utility bug; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Different subsystems: missing `AutoImageProcessor` import vs `PreTrainedConfig` type-checking breakage." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-family model issues, but one is a weight-shape mismatch and the other missing projections in layer 0; not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage and TensorFlow backend detection are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression vs backend import error; no shared code path." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Completely different failures: sharding-size question vs Qwen3.5 MoE loading error." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat/completions, but one is a streaming API failure and the other is a request-acceptance regression; not clearly the same bug." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different model internals and different numerical/shape issues." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer ReLU omission and DeepSeek V4 transpose bug are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Different dtype/precision problems in different workflows." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch helper vs MLA layernorm epsilon mismatch; unrelated." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they are model-specific support issues for different architectures." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both involve Qwen3-VL, but one is a weight-shape mismatch and the other a broader model-loading failure; not the same concrete fix." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Different models and different FlashAttention 3 problems; no clear shared bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Config API removal and gguf loading breakage are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe `sys.modules` access and a testing utility bug are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video model / torchvision dependency crash vs testing utility bug; unrelated." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Missing import and documentation parameter mismatch are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Both mention GLM/MLA-related math, but they are different bugs in different components." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Infinite-loop image generation issue vs memory overflow in a different model; not the same bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both are from_pretrained failures, but the root causes are different and model-specific." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding-window issue and a testing utility bug are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM-related helper bugs in different code paths." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Cache handling in generation and MaskGenerationPipeline batch-finalization are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-family model issues, but they describe different implementations and different numerical mismatches." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed tie-embeddings config API and a flash-attention crash on sink-less models are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 52, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45372", + "issue:45375", + "issue:45712", + "issue:45753", + "issue:46050", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821" + ], + "soft_pairs": [ + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:43986|issue:45372", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:43986|issue:44484", + "issue:46655|issue:46664", + "issue:42890|issue:46298", + "issue:46298|issue:46752", + "issue:46172|issue:46710", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44062|issue:44117", + "issue:44117|issue:46701", + "issue:44936|issue:46365", + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44117", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43825|issue:44655", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43066|issue:43906", + "issue:43352|issue:43976", + "issue:43352|issue:44380", + "issue:43097|issue:46298" + ], + "prepared_review_unit_hash": "1491e9dd80b00b639df47e95e79d2c537ac088f1c77fee8bcd4318c5ef398b47", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37771, + "estimated_input_tokens": 9443, + "estimated_eval_tokens": 19142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This looks like a noisy mix of unrelated Transformers issues rather than a true duplicate cluster. I rejected every soft edge; the only strong commonality is broad subsystem overlap, not the same underlying bug/change.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue stands out: the items span unrelated bugs across imports, model configs, training, serialization, processors, and backend behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "#43502 is the clearest standalone report here: it describes a concrete, user-facing bug with a straightforward failure mode (API calls happen even with local_files_only=True).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen-related, but one is missing attention projections and the other is a missing config field; different bugs and fixes." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Same broad model family, but the failures differ: one is a Qwen3-VL-Moe issue, the other is qwen3next layer projection metadata." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both involve loading processors, but one is a torchvision dependency crash and the other is an import error from mistral_common." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportErrors, but for different symbols in different modules; no shared underlying code-path bug is evident." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different training-path issues: optimizer state corruption under FSDP2/PEFT versus Liger Kernel not being applied with model_init." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Both touch model saving/loading, but one is about a removed config attribute and the other about broken quantized save/load round-tripping." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Processor loading crash versus save_pretrained shard-size behavior; unrelated bugs." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same SmolVLM video processor area, but padding calculation and num_frames semantics are distinct defects." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky test missing set_seed is unrelated to a noisy logging message." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Logging noise and an apply_chat_template IndexError are unrelated failures." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "DeepSeek-V4 tensor operation bug versus an accuracy regression after upgrade; not the same underlying issue." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but they concern different exported names and different components." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "One is a removed embedding-tie option in v5; the other is an offloading/quantization behavior bug." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A bfloat16 compile warning is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Both are tokenizer loading bugs, but one is an AddedToken constructor error and the other is a missing TOKENIZER_MAPPING_NAMES assumption." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping None handling is unrelated to the DiffusionGemma pipeline failure." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer evaluate/train lifecycle failure versus import-time conflict with datasets; different code paths." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Both happen during loading, but one is offline/file-only network leakage and the other is a missing embed_tokens weight." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and auto_docstring annotation parsing are unrelated bugs." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Both mention backend/attention behavior, but one ignores GPT2 attention scaling while the other triggers recompilation via lazy cache init." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure and a tensorflow_text backend mapping error are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Different processor-loading and tokenizer-mapping failures; no shared bug." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models and saving Pipeline objects are different save_pretrained problems with different affected objects." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized model save/load failure is unrelated to a Qwen3_5 infinite-loop inference bug." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task-support messaging and pipeline serialization are different issues." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and a Bamba torch.compile SDPA failure are separate model-specific bugs." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 precision warning is unrelated to a compile-time SDPA failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes and a noisy logging message are not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A compile warning is unrelated to a tie_word_embeddings warning during LoRA fine-tuning." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing weight loading and max_shard_size default behavior are unrelated save/load concerns." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer decoder type mismatch and a separate reproduced issue are different failures." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support for NemotronH versus Python version compatibility is unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both touch attention/flash-attn, but one is unsupported-model gating and the other is GPT2 attention scaling being ignored." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed config option and a noisy logging message are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 53, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:46077", + "issue:46082", + "issue:46132", + "issue:46172", + "issue:46365", + "issue:46369" + ], + "soft_pairs": [ + "issue:44162|issue:46172", + "issue:44077|issue:46365", + "issue:44380|issue:46132", + "issue:45584|issue:46365", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42175|issue:46365", + "issue:43064|issue:44380", + "issue:42757|issue:43824", + "issue:42490|issue:43012", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:43618|issue:43761", + "issue:44038|issue:44230", + "issue:43756|issue:44485", + "issue:42994|issue:44655", + "issue:43299|issue:43867", + "issue:44625|issue:46365", + "issue:45276|issue:46077", + "issue:36683|issue:43475", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:44483|issue:46369", + "issue:43611|issue:44655", + "issue:43901|issue:44655", + "issue:43867|issue:45216", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:44625|issue:46077", + "issue:46077|issue:46082" + ], + "prepared_review_unit_hash": "9e4f7ad0fac89e700a17f9a588a50253dfadaff5a68a787c76aee06cfe0deb47", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37308, + "estimated_input_tokens": 9327, + "estimated_eval_tokens": 18910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster with similar wording but different bugs across unrelated subsystems. No single canonical issue spans the full set; the only plausible duplicate mini-cluster is the CLIP v5 regression pair.", + "confidence": 0.66, + "canonical_issue_reason": "No single canonical issue fits the full cluster because the items cover unrelated import errors, model regressions, training bugs, and API/docs issues. The only close duplicate signal is a narrow CLIPVisionModel v5 regression overlap.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43761 is the strongest representative of the only plausible duplicate mini-cluster because it describes a concrete v5 regression in CLIPVisionModel.forward and is broader than the narrower attentions-missing symptom in 43618.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "Different models and failures: ESM2 training breakage vs a DeepSeek-V4 tensor transpose issue." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated problems: patchtsmixer post_init handling vs Trainer import failure linked to datasets." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Different code paths: GPT2 attention scaling backend behavior vs AttentionInterface.register semantics." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation bug is unrelated to the Trainer/datasets import problem." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is FP8 save_pretrained and the other is from_pretrained loading; not the same concrete bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "GPT2 attention scaling backend issue is unrelated to the sequence-classification zero-loss bug." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Package/backend dependency issue versus a Trainer import conflict; different failures." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption and GPT2 attention scaling are different bugs." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols in different modules with different fixes." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local path trailing-slash warning and bfloat16 compile warning are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are different subsystems and symptoms." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat-completions request validation and batched processor padding crash are unrelated API bugs." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output field assignment regression versus GPT2 attention scaling behavior are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Import error from configuration_utils and local_files_only network requests are different issues." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both describe the same CLIPVisionModel.forward v5 regression where expected outputs are not populated (attentions/hidden_states)." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both mention Qwen3-VL/Qwen3.5 MoE FP8, but one is a bug report and the other is inference support; not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer mismatch and GLM-5 RoPE implementation discussion are related only by theme, not the same change." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and Pipeline.save_pretrained failure are different serialization bugs." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading regression and sorted state_dict load error do not point to the same code path." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Trainer import conflict are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 resize_token_embeddings propagation and Gemma4 bidirectional attention mask construction are different bugs." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config vocab_size missing and SAM3 output missing fpn_position_embeddings are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols from different packages; no shared bug." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Nemotron Flash Attention support and GLM-5 GenerationConfig validation are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:46369", + "accept": false, + "reason": "Chat endpoint validation and a SAM3 litetext memory overflow are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading regression and Pipeline.save_pretrained failure are different code paths." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mentioning return_all_scores and save_pretrained pipeline persistence are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State_dict sorting load error and Qwen3.5 checkpoint regression are different loading/saving bugs." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config attribute error and patchtsmixer post_init restriction are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python version support failure and Python 3.14 load failure are not the same issue." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "num_labels propagation and Gemma4 attention-mask behavior are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask construction and LlamaConfig head_dim validation are different configuration bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the mostly unrelated pairs. The CLIPVisionModel/CLIPOutput pair is the only credible mini-cluster signal, and the rest of the false verdicts are appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 54, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43208", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44492", + "issue:44625", + "issue:44734", + "issue:44855", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46617", + "issue:46664", + "issue:46829" + ], + "soft_pairs": [ + "issue:43208|issue:46829", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43064|issue:44492", + "issue:43992|issue:45310", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:29870|issue:33453", + "issue:44355|issue:44855", + "issue:44938|issue:45071", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:41669|issue:44246", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:42898|issue:46664", + "issue:43502|issue:44062", + "issue:44734|issue:46617" + ], + "prepared_review_unit_hash": "ca5c0ee1afa9a4e9beaab18592e5842b1e8192b9cf04f170d26e1ead1839e242", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36981, + "estimated_input_tokens": 9246, + "estimated_eval_tokens": 18748 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated Transformers bug reports, mostly centered on regressions, model-specific config/loading failures, and test flakiness. The soft links are mostly superficial and should not be merged as duplicates. No PRs are present.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45278 is the broadest and most representative post-upgrade regression report ('Many import errors after update from 4.57.0 to 5.5.0'), so it works best as the nominal issue anchor for this heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best overall representative of the cluster because it captures the general version-regression theme more cleanly than the highly model- or subsystem-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43208", + "right": "issue:46829", + "accept": false, + "reason": "xLSTM training blockers vs VideoPrism output-field mismatch; different models and failure modes." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression vs Qwen3.5 save_pretrained regression; unrelated code paths." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different config attributes on different model families (Gemma3 vocab_size vs Llama4 pad_token_id)." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Gemma3 vocab_size bug and Qwen3.5 num_labels propagation bug are distinct config issues." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate UnboundLocalError vs tensor-parallel training bug; not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption vs a cache-strategy typo; unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5 missing embed_tokens.weight vs Qwen3.5 Moe from_pretrained error; different model/load paths." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad fix vs broad import-errors-after-upgrade report; different symptoms and fixes." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Unused SGD args vs Trainer import failure with datasets installed; unrelated." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Both are regressions, but Bart generate masking and tokenizer loading are different problems." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors vs Python 3.13 TorchScript parsing/IndentationError; distinct root causes." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure vs PretrainedConfig type-checking regression; not the same issue." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State_dict loading error vs Gemma pipeline roundtrip on \u2581; different model behavior." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3 config field missing vs FSDP2/PEFT optimizer-state bug; unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Load-model error from sorted state_dict vs Qwen3_5MoeVisionConfig field omission; different bug classes." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Seed-related integration-test flakiness vs xdist race in testing utils; both test issues but not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-star performance cleanup vs intermittent slow import; related area, but not the same underlying issue." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Cache update decoration bug vs broad 'too many models break' complaint; too generic to be a duplicate." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training correctness bug vs TP out-of-memory on Qwen2-57B; different failure types." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache no_grad bug vs Python-version incompatibility; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions missing vs patchtsmixer post_init policy change; different models and semantics." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "UMT5 encoder weight-missing bug vs Qwen3.5 Moe from_pretrained regression; distinct model families." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Generic load error vs Qwen3.5 save_pretrained saving wrong visual encoder keys; load vs save path mismatch." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch ImportError vs tokenizer-loading regression; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIP attentions regression vs CLIP text-model structure inconsistency; same family, but different concrete bug." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion vs DeepseekV3MoE divergence; unrelated subsystems." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "SAM HQ test seeding flake vs Phi-4 multimodal loading failure; different artifacts." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Test nondeterminism due missing set_seed vs GraniteSpeech CI stale device override; different test failures." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SAM HQ test flakiness vs auto_mappings referencing removed configs; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization-space behavior change vs SmolVLM num_frames semantics; different domains." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only being ignored vs AddedToken duplicate 'special' kwarg; different API layers." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation indexing crash in serve vs trust_remote_code cache FileNotFoundError; unrelated paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 55, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:46664|issue:46726", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "issue:44355|issue:45071", + "issue:33453|issue:34689", + "issue:44355|issue:44655", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44315|issue:44360", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:44351|issue:46617", + "issue:44485|issue:44961", + "issue:43576|issue:44938", + "issue:36296|issue:43901", + "issue:44908|issue:44961", + "issue:46143|issue:46144", + "issue:43475|issue:46617", + "issue:44222|issue:44230", + "issue:41628|issue:42548" + ], + "prepared_review_unit_hash": "71cc4fd42b1b6fcdda288aefa71df405fb5b1304bef2c9c4fe9e02f1456fb909", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39162, + "estimated_input_tokens": 9791, + "estimated_eval_tokens": 19838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated loading, import, docs, or model-specific regressions. No soft pair looks like the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43576 is the broadest, most reference-linked v5 regression in the set, so it is the closest anchor even though this is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the best representative of the cluster's dominant theme of broad v5 breakage reports and has the strongest external signal among the issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer-loading regression vs generic checkpoint reload failure; different code paths." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4/OOM memory regression vs model reload failure; unrelated symptoms." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained bug vs missing tensor-parallel plan; different problems." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing import symbol vs cache FileNotFoundError; not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leak vs GLM RoPE implementation issue; unrelated." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing processor method vs cache file lookup failure; different failures." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "no_grad decorator issue vs dummy Conv2d discussion; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "CLI/env breakage vs AttentionInterface behavior change; different code paths." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Tensor-parallel plan omission vs generic Qwen3.5 MoE loading error; too different." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failure vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file errors vs post-upgrade performance slowdown; not the same bug." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports from transformers; separate import issues." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing tensor-parallel plan vs missing config field; different model bugs." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache update no_grad issue vs generation sync_gpus bug; distinct paths." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video num_frames semantics vs AutoProcessor backend-missing error; unrelated." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hang vs docs confusion; not the same underlying issue." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only network leakage vs fp8 save_pretrained; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only leakage vs unrelated placeholder issue." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Pipeline docs after removals vs unrelated placeholder issue." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow failure reporting vs tensor-parallel training bug; different areas." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Specific Qwen3VL MoE load regression vs generic checkpoint reload issue; not one bug." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Runtime UnboundLocalError in generate vs docs confusion; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors vs PretrainedConfig type checking; different regressions." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression vs Llama 3.2 Vision model loading breakage; different failures." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file errors vs Pipeline save_pretrained issue; unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "huggingface_hub import error vs transformers env CLI breakage; different components." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI/env breakage vs PretrainedConfig type checking; not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application issue vs DSA indexer ReLU discussion; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation question vs missing import symbol; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI/env command breakage vs missing model import; unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue vs Gemma-4 audio positional encoding bug; unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Missing HybridCache import vs cache FileNotFoundError; different failures." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation issue vs placeholder issue; unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwarg bug vs placeholder issue; unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both RoFormer-related, but one is kwargs propagation and the other attention-interface wiring; not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 video attribute error vs cache FileNotFoundError; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained bug vs fp8 inference support request; same topic but different changes." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing transformer exports; separate import errors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 56, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46209", + "issue:46218", + "issue:46328", + "issue:46664" + ], + "soft_pairs": [ + "issue:44315|issue:46209", + "issue:44485|issue:46664", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44360|issue:46664", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:44230|issue:46095", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44704|issue:44908", + "issue:44908|issue:45071", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:44393|issue:45478", + "issue:43976|issue:45850", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:43576|issue:44273" + ], + "prepared_review_unit_hash": "4860f3d35cb84559d4590fb43301ed31bac28b9fbdb88dbde1a5cbb3d153022e", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39288, + "estimated_input_tokens": 9822, + "estimated_eval_tokens": 19900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous: docs, tokenizer/processor APIs, lazy-loading/import performance, cache semantics, model-specific config bugs, and several broad v5 regression reports. The soft pairs share at most broad subsystem similarity; none look like the same concrete bug or change.", + "confidence": 0.7, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella-style report in the set and best matches the recurring 'v5 breaks many models' theme, but the overall cluster is too mixed to be a strong duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must represent the cluster, 45850 is the most general and central summary of the repeated version-regression complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Different model/features and different failure modes; shared ML theme only." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "RoPE implementation discussion vs video frame semantics are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Cache regression during chunked prefill is not the same as a typo in cache-strategy naming." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific chat crash is not the same concrete bug as a broad 'many models break in v5' complaint." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading/import behavior and tf-backend detection are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor save files is too specific to equate with a generic bug report." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer behavior has no connection to SmolVLM video frame handling." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen model families and different problems; not the same code-path bug." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import/lazy loading, but one is a generic lazy-loading failure and the other is sys.modules access; not enough evidence of one bug." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but bbox hallucination/error and infinite-loop behavior are different concrete failures." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Model output bug vs PretrainedConfig typing regression are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 breakages, but the env command and checkpoint reload problems are different code paths." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance issue is unrelated to a cache-missing runtime regression." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing pad_token_id attribute in one config is not the same as a broad v5 model-breakage report." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad token regression is model-specific and distinct from a generic v5 complaint." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both involve v5 compatibility, but checkpoint reload failure and remote-code meta-init incompatibility are not the same bug." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is not the same as a broad version-regression issue." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Generic upgrade import errors overlap only at a high level with 'many models break'; no shared concrete failure path." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and cache-strategy typo are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference failure and a weight conversion-script question are different topics." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import performance and a specific module import failure are not the same bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type mismatch warning and Liger Kernel application are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing test seeds and scheduler keyword handling are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both mention import/lazy-loading, but one is slow import and the other is correctness of lazy loading; not a clear duplicate." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Env command breakage and inverse_sqrt scheduler kwargs are different features." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash-Attention support for Nemotron and Qwen3-VL bounding-box errors are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and model hallucination/output errors are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs and scheduler kwargs are different APIs." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwarg propagation and config type checking are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata bug and generic bug report are not the same issue." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer handling is unrelated to a generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star performance is unrelated to a missing HybridCache symbol." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy naming and SequenceFeatureExtractor padding performance are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance and a small testing_utils bug are not the same problem." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5 issues with different failure modes and likely different code paths." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python support regression is not the same concrete issue as broad model breakage." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python-version compatibility and module import failure are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "post_init allowance in patchtsmixer and tied-weights-key handling are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() and scheduler kwarg propagation are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion and tokenizer-loading regression are different issues." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy-loading correctness are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 57, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46655" + ], + "soft_pairs": [ + "issue:44315|issue:44829", + "issue:44360|issue:45468", + "issue:43519|issue:46655", + "issue:44273|issue:44908", + "issue:44655|issue:44861", + "issue:43576|issue:46218", + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:46018|issue:46172", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:43502|issue:43519", + "issue:45850|issue:46218", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:43525|issue:44861", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:30333|issue:31515" + ], + "prepared_review_unit_hash": "e3819e3c79cfa2d63a37af26f94362cbc4c35170e2372dd5db6a232474a4a2e5", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 38935, + "estimated_input_tokens": 9734, + "estimated_eval_tokens": 19724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: most items are unrelated model-specific regressions, API breakages, or feature requests. I do not see any strong duplicate pairs; the best representative issue is the broad v5 regression umbrella.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set and best captures the common theme of multiple Transformers v5 regressions, even though it is not a precise duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most suitable cluster representative because it is broad enough to summarize the recurring v5 breakage reports without overfitting to one model or subsystem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Different bugs: Liger Kernel not applied with model_init vs flash_attention_3 causing degenerate training." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different code paths and symptoms: DSA indexer ReLU issue vs Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Different processor bugs: Qwen3VL timestamp calculation vs SmolVLM video padding calculation." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure and inverse_sqrt scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "save_pretrained/pipeline file saving issue vs _get_tied_weight_keys AttributeError are separate failures." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Different issues: broken transformers env command vs missing Qwen3_5ForCausalLM import." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report is not the same concrete regression as the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different models and mechanics: timestamp calculation vs RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp bug and scheduler kwargs bug do not match." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import * cleanup performance issue vs VRAM leak in multi-dataloader threads are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about inputs/past_key_values is not the same as a model-loading breakage." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating logic and comb.to(...).transpose(...) are different concrete bugs." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak and RoPE implementation bug are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model-specific math issues in different components." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only API calls is unrelated to Qwen3VL timestamp computation." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage complaint and a specific import failure are not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings change is unrelated to the VRAM leak report." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp bug and missing files on save_pretrained are different subsystems." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value issue is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and audio positional encoding are different bugs." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm precision issue is unrelated to Gemma-4 audio encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio-model support and deepseekv4 weight conversion are different requests." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation bug and VRAM leak are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different missing-export bugs." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support limitation and Qwen3_5ForCausalLM import failure are not the same issue." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5 behavior, but they describe different concrete problems." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "GPT2 Flash Attention 2.0 support request is not the same as the generic Flash Attention 2.0 topic." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and unrelated placeholder issue do not match." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache strategies is unrelated to the placeholder issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "The placeholder issue is not the same as the broad Transformers v5 regression report." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to the placeholder issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key crash and apply_chat_template crash are different code paths." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained loading and missing layer_type_validation import are different problems." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in config is unrelated to tied-weight-key handling." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight-key handling." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 Qwen3-VL support request is unrelated to processor save_pretrained file omission." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "One requests Flash Attention 2.0 support, the other reports it is unsupported for a different model." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate decoder_attention_mask crash and slow checkpoint loading are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow job tracking failure and slow from_pretrained loading are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 58, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-486", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:45310", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "cd732519a5bee28fa6c6e5d39e75e5ad477216115743e3bbaf75f0e704dc9128", + "component_budget": { + "node_count": 486, + "item_count": 486, + "soft_pair_count": 1791, + "serialized_chars": 928270, + "estimated_input_tokens": 232068, + "estimated_eval_tokens": 464392 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 16, + "serialized_chars": 13117, + "estimated_input_tokens": 3280, + "estimated_eval_tokens": 6816 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated issues across loading performance, docs, tensor parallelism, model-specific normalization, loss plumbing, tokenizer warnings, fp8 support, and attention/interface bugs. None of the soft edges look like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the items cover many different subsystems and failure modes, so any single issue would be arbitrary.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No single best issue stands out as a global representative because the cluster does not center on one concrete bug or fix.", + "best_pr_reason": "No pull requests are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowdown in from_pretrained is unrelated to a tensor parallel training bug." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "One is about load speed; the other is documentation confusion for forward arguments." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support request is different from a Qwen3.5 MoE from_pretrained error on newer transformers." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching support for audio models is a different feature gap than Qwen fp8 inference support." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior is unrelated to RoFormer not using the attention interface." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling is a different bug than DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect type hint for a config field is unrelated to tokenizer regex warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Unused ignore_value in Mask2Former is not the same as kwargs not being forwarded to loss calculation." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs plumbing is unrelated to RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value usage does not match a tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "These are distinct model-specific issues affecting different code paths." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Unused ignore_value and a typo in quantization_operation are clearly different defects." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs into loss computation is unrelated to a config type-hint mistake." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A type annotation bug is not the same as a documentation/code typo in quantization logic." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Questioning whether a norm is RMS norm is a model-design issue, not a config type-hint error." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value handling and ModernBERT norm_eps typing do not describe 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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "2addad07a04e93090a872b62e655a0a8750aec8886365934036a1214c8a0be7e", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is a false positive: the three issues are about unrelated feature requests in different parts of the library, and the observed similarity is only superficial wording overlap.", + "confidence": 0.98, + "canonical_issue_reason": "No true duplicate stands out. If one issue must be used as the representative anchor, issue 10519 is the clearest and most concrete feature request, but it is not semantically related to the other two.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 10519 is the best standalone representative because it has the most specific scope and the strongest discussion around a concrete API change; the others concern entirely different functionality.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different problems: truncation behavior in tokenization versus word start/end offsets in Wav2Vec2. No shared code path or same underlying bug." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated feature requests: tokenizer truncation direction versus ReduceLROnPlateau-like scheduler behavior. Similarity is only textual, not functional." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Different subsystems and goals: learning-rate scheduling versus audio word boundary offsets. They do not describe the same change or bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "161909dd779045052e6bea88c394ea3879c4b6fa976f6bc0756fa77a1a9a713a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are only loosely related by Hugging Face model usage. #13244 is a tokenization mismatch bug, while #15980 is an authentication/error-message problem for private model downloads, and #16618 is a generic model-loading failure. They do not look like the same underlying defect.", + "confidence": 0.76, + "canonical_issue_reason": "#16618 is the broadest and most central user-facing failure in the cluster: it concerns inability to load a model, which is the closest shared theme among the items.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the strongest representative issue because it has the most general symptom and highest discussion activity, making it the best anchor for this loose cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization differences versus TensorFlow code are a different bug class from failing to load 'bert-base-uncased'; no concrete shared code-path is evident." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both mention model loading/download, but one is specifically a private-model login/error-message issue and the other is a generic inability to load a public model; this is too broad to treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "90d4204ed9cbea65b1dbceac749fbea434fcbe1f6342ff45bc59b305f68f24e7", + "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 distinct community-contribution requests in different feature areas: Flash Attention 2 architecture support vs GGUF architecture support. They are not duplicates and should stay separate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests affecting different code paths and architectures; same broad theme of 'support for more architectures' is too generic to indicate the same underlying change." + } + ] + }, + "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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "06c10cdf32ce329438739a5dd74d0b9264a2e368d5bfffb874df251150c43fc9", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13521, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13521, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster splits into two clear groups: separate language-specific translation requests, and a smaller placeholder/template subgroup. I treat only the strongest same-title duplicates as merges and keep the language-specific issues separate.", + "confidence": 0.76, + "canonical_issue_reason": "43834 is the best canonical for the placeholder/template subgroup because it is the earliest generic template-style translation request and sits at the center of the near-identical placeholder cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the best global issue to keep as the representative of the template-placeholder cluster; the other language-specific translation requests should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Turkish translation request vs generic template placeholder; same broad topic is not enough." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish translation request is distinct from the template placeholder issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Concrete Turkish docs translation is not the same as the generic placeholder request." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish and Romanian translation requests are separate language-specific issues." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are different underlying requests." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request does not match the generic template placeholder issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish request is separate from the template placeholder issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are separate issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request is distinct from the template placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request and template placeholder issue are not the same change." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request is separate from the template placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian docs translation is distinct from the generic template issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian and Thai-titled translation requests are different language-specific issues." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian and Thai-titled translation requests are separate requests." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder template request; titles and metadata are effectively the same duplicate family." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same placeholder template request with nearly identical metadata; likely duplicate reports." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Template placeholder issue vs Thai-language request; different underlying requests." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Template placeholder issue vs Thai-language request; not the same report." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder template issue; no meaningful distinction visible in the packet." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder template issue vs Thai-language request; different issue family." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder template issue vs Thai-language request; different issue family." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder template issue vs Thai-language request; different issue family." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder template issue vs Thai-language request; different issue family." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Same Thai-language title and matching metadata strongly suggest a duplicate report of the same issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall split between language-specific translation requests and the placeholder-template cluster is plausible, but the writeup overstates the evidence in a few places. In particular, the packet does not include bodies, so claims like \"titles and bodies appear effectively identical\" and \"near-identical body\" are not grounded. Also, issue 43834\u2019s title is not an exact match to 44365/44370; it is a template version, not the same title. Because the soft-edge accepts rely on stronger evidence than the packet provides, I can\u2019t accept this as fully conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-18", + "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", + "issue:46133", + "issue:46645", + "issue:46653" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:42738|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "0e021a128627ec30454fdb680cb8068df42e9737debfb8a4779db0dd33263d7c", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24150, + "estimated_input_tokens": 6038, + "estimated_eval_tokens": 12332 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24150, + "estimated_input_tokens": 6038, + "estimated_eval_tokens": 12332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is only loosely related by theme (model-support requests), but the items describe different models and different implementation targets. I found no true duplicates or mergeable PR-equivalents.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different requests: EuroBert config addition vs DEIMv2 support; separate model families and code paths." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support and Qwen3-TTS support are unrelated model additions." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different model requests with no shared underlying change." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct models; not the same bug/change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vision model support and LFM2.5 Audio support are unrelated." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and OpenAI weight-sparse transformer are separate requests." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR target different model families and implementation paths." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR support is unrelated to Qwen3-TTS support." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model additions; no single concrete fix." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and circuit-sparsity transformer support are unrelated changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are distinct model requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different models; not duplicates." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model integrations." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and circuit-sparsity transformer changes do not share the same implementation target." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are unrelated model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are different model support requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model families with separate code paths." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are unrelated support requests." + }, + { + "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 support and generic BERT-like RoPE support are not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like RoPE support and a non-technical issue title are clearly not duplicates." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "TTS and ASR support requests for different Qwen3 modalities; not one underlying fix." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 support are unrelated requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and weight-sparse transformer support are different code paths." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio support are distinct model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE support are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and circuit-sparsity transformer support are not the same change." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model support requests." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio support and Granite SWA+sink option are unrelated." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE support are different implementations." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different audio model 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 support and DeepSeek-OCR2 support are separate model requests." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different vision-language model requests." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT support and a non-model/person issue are not duplicates." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and a non-technical issue title are clearly unrelated." + } + ] + }, + "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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "32af683614a4692bee049039917cde43e43ff393f35adb97b43e01c137bc6977", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request to add `pruna` as an optimization framework, the other is a Vision RoPE refactor. The soft similarity is a false positive; there is no duplicate relationship here.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:46443 is the more substantive engineering issue and the better representative of the cluster, but it is not a duplicate of the docs request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and likely different code paths: documentation for an optimization framework vs a Vision RoPE refactor. No explicit linkage, shared targets, or file overlap." + } + ] + }, + "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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "89134da8c569617b2f514622b53946dd8c9bc67401c54ef4d6daf9e20686c70c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues do not appear to describe the same underlying problem: one is about set decoding behavior, the other requests DeepSeek v3.2 model support. The soft similarity is too weak to treat them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different scopes and outcomes: decoding implementation vs adding support for a specific model/version. No shared code path or explicit linkage indicating the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "cf71513fc3de453ed94bf53e2ad0a6cef7abde2ec394ada8890410861001f454", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are only loosely related by the word \u201cTiled\u201d and do not describe the same bug or feature request. One is about exposing a `TiledFusedLogitsLoss` / FLCE flag in `from_pretrained()`, while the other requests integrating `TiledMLP` for reduced memory footprint.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #41306 is the more concrete and actionable report: it names a specific integration point (`from_pretrained()`), a specific feature flag, and a specific fused loss implementation, making it a better anchor for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#41306 is the best issue representative because it is narrowly scoped, implementation-oriented, and has higher discussion activity, suggesting clearer triage value than the broader TiledMLP memory-footprint request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying changes: one concerns enabling FLCE/TiledFusedLogitsLoss via `from_pretrained()`, the other is about adding TiledMLP for memory savings. They share a subsystem name but not the same concrete problem or fix path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "8d9fe6ccd9ea05c22c4a3f00437f886dc4f50c03c02c0f167810cb81c7bab0d7", + "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 closed issues are both about Trainer customization, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue fits this cluster well; the issues concern separate Trainer code paths and different user-facing problems.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick one representative, #43598 is the better cluster anchor because it is a more direct Trainer customization request and is broader in scope than the FLOPS-estimation-specific #43600.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Related by broad Trainer customization theme, but they target different behaviors (`remove_unused_column` customization vs FLOPS accounting for custom trainers) and are not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "1b88eacb86d8acf2ad44340e2fd9da407f9a29707171736ab72cc64733d1f828", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1610, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1610, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very high level (both ask for Qwen model support), but they target different model families and different AutoModel heads, so they are not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43684 is the broader, more foundational request: it asks for model registration in AutoModel/AutoModelForConditionalGeneration, which is a core missing integration point.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the best representative issue because it addresses the general registration gap rather than a single task-specific head.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different targets and scope: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 sequence-classification support. They are not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "740ce29b34e46a0629cf53bce68f9ef820a29b801bfc9de5d78b10b86fd1f0a7", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three closed issues share the exact title \"huggingface\" and look like duplicates of the same very terse report; issue 43835 (\"Fett\") appears unrelated. I\u2019d keep the oldest huggingface issue as the likely canonical issue.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43845 is the oldest of the near-identical \"huggingface\" issues and is the best placeholder canonical issue for that duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the best issue to represent the cluster because it is the earliest exact-title duplicate among the huggingface reports.", + "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 problem; 43835 looks unrelated." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no supporting detail tying them to the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no supporting detail tying them to the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same exact title and both are terse closed issues with very similar shape, so they plausibly duplicate the same report." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and similarly minimal issue content; likely the same underlying report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and similarly minimal issue content; likely the same underlying report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue 43835 has a different title and the three \"huggingface\" issues are the only tight cluster, with 43845 being the earliest by timestamp. The soft-edge verdicts are conservative overall and do not overclaim beyond the available similarity evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "d6493632431101b9dbb22a2a2c48b692ad27e55000ea18ad707503c8b221b210", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are low-signal spam or generic placeholder issues with no substantive bodies, targets, or references, so there is no credible duplicate cluster to merge.", + "confidence": 0.93, + "canonical_issue_reason": "If a representative must be chosen, issue 44418 is the least placeholder-like and has the most descriptive title; the rest are obvious spam/generic titles.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44418 is the best representative purely by title quality, but it still lacks any concrete bug report content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are placeholder spam issues; no shared bug, code path, or actionable description to indicate the same underlying problem." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are placeholder spam issues with no substantive content; similarity is only superficial." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is a spam placeholder and the other is a generic documentation-suggestion title; too little evidence of the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "The titles are unrelated spam/generic text and there is no concrete shared bug report." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation-suggestion versus spam placeholder; no underlying defect or change is described." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation-suggestion versus spam placeholder; not the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but that alone is not enough to treat them as the same underlying bug or request." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and unrelated quoted-name title; no concrete evidence of a shared problem." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus unrelated quoted-name title; no substantive overlap." + } + ] + }, + "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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "1904f00edba13568725bfeb3383e37765647613ebab351c1921cefa60e0fba37", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have identical titles and a soft similarity signal, but the packet does not provide enough body or linkage evidence to confidently treat them as duplicates. They are likely related, but the duplicate claim should remain conservative.", + "confidence": 0.68, + "canonical_issue_reason": "If a single anchor is needed, #45145 is the better canonical candidate because it was created earlier and has an inbound reference. However, the evidence is not strong enough to state definitively that it is a duplicate of #45151.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue to represent the pair for triage because it is earlier and already referenced, but only as a provisional anchor rather than a confirmed duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Identical titles and soft similarity alone are not enough to conclude these are duplicates without body text overlap or explicit linkage." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports that the titles are identical and the pair has soft similarity, but it does not provide enough evidence to claim the bodies are highly similar or that the issues are definitively duplicates. The soft-edge accept is too strong given only a soft_similarity signal and no body text or explicit linkage. Please keep the verdict more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "efb2a4e17b913885a0b7ff26ffde5cdba9995324cacadf269bcf398caa9cac7f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different 4-bit inference bugs: one is a Gemma4/audio-module uint8 torch.finfo() TypeError, the other is a BitsAndBytesConfig skip-modules regression that removes the default lm_head exclusion and triggers an AssertionError. They share a broad quantization context but not the same underlying failure.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45674 is the better representative because it describes a specific, reproducible configuration regression in BitsAndBytesConfig with a clear assertion failure and actionable scope.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the strongest standalone issue: it names the offending API behavior, the impacted inference mode, and the likely root cause more concretely than the Gemma4-specific error report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different bug classes and code paths: torch.finfo() TypeError in Gemma4 audio modules vs. lm_head exclusion being cleared by BitsAndBytesConfig. Shared 4-bit inference context is too broad to treat as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "7be78913af3a9eff3989803df23e565070c70233caac61a0dff082260793870e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1474, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1474, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues do not describe the same bug or change; they are just distinct name-and-date entries with no shared technical content.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names and dates, no bug report text, no shared technical context, and no evidence they refer to 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": 18, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "77751ffdb2171cd357a21a44e1ba424fadd9437abcbeeed88e14fdeed1f19275", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are closed, contentless issues with unrelated personal-name titles; they do not appear to describe the same bug or request. This looks like two separate spam/placeholder issues rather than duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles are different names and dates with no shared technical problem, code path, or explicit linkage; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "063bd2a6620e0b7761117b42f1ed2f2ae995572d46fc00d42ef5ba70dad79f9b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one requests a new Qwen3_5 token-classification model class, while the other asks for FP8 training support. They target different features and code paths.", + "confidence": 0.98, + "canonical_issue_reason": "If a single representative is needed, #45810 is the more specific and concrete feature request; #46295 is a separate training-capability request, not the same underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "#45810 is the better standalone issue because it is narrower and more actionable, but it should not be merged with #46295.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different requests: adding a token-classification model class vs. enabling FP8 training support. They do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "6ac8a0fe449bb5b92daa7b25286b23c0c1442deb622be5f01ffdd6db132a76e7", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "There are two exact duplicate issue pairs here: 45870/45871 and 45872/45873. Issue 45869 is related only by broad financial-data wording, not the same underlying request. No soft-edge pair should be merged across those topic boundaries.", + "confidence": 0.86, + "canonical_issue_reason": "45870 is a clean representative for the exact duplicate pair 45870/45871: same title and body size, with no evidence that it overlaps the separate 45872/45873 request or the 45869 dataset listing.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best issue to keep as the canonical representative because it is an exact duplicate of 45871 and is more narrowly tied to a single concrete example request than the broader, separate 45872/45873 service-oriented topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Both are financial-data themed, but one is a dataset listing and the other is an example request; not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same broad domain only. A dataset bundle announcement is not a duplicate of an example/pattern request." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": false, + "reason": "These look like the same issue textually, but the soft edge is not needed for acceptance here; as a duplicate triage pair it would normally be merged only if the bodies confirm identical content. With no body text, keep this rejected to avoid over-merging." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete requests: one is a prediction example, the other adds a scraping service. Same broad financial topic, but not the same change." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete requests; no evidence they describe the same underlying bug or change." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Prediction example vs scraping-service request are distinct artifacts despite shared domain wording." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45871/45872: related subject area, but not the same underlying issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": false, + "reason": "They are near-exact textual duplicates, but without body confirmation we avoid auto-merging on title similarity alone." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "cf2d44eeefa159a53f834400a2915fc2bd7097616a8cc4babf125c3795b31baa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues involve `cache_implementation=\"static\"` and `linear_attention`, but they describe different failure modes: one is a `KeyError: 'linear_attention'`, the other a shape-corruption `RuntimeError` during `early_initialization`. They look related at the subsystem level, but not clearly like the same underlying bug.", + "confidence": 0.85, + "canonical_issue_reason": "Issue 46439 is the better representative because it names the likely mechanism (`early_initialization`) and a concrete symptom pattern affecting linear-attention layers more broadly.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the most general/root-cause-oriented report and is therefore the best single issue to anchor the cluster, even though the pair should not be deduplicated outright.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Shared static-cache/linear-attention context is not enough: 46439 reports wrong tensor shapes and a `RuntimeError` from `early_initialization`, while 46441 reports a `KeyError` for `linear_attention` in Qwen3.5. These could be separate bugs in the same area rather than one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "01da7ff58561300cc537ddb5fa0fd1310e83d3b350d94b8993ca7106b4792b06", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are exact duplicates: same title and body, describing the same Wav2Vec2CTCTokenizer v5 word-delimiter special-token leak. The open issue is the better canonical candidate.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 46552 is the open duplicate and has inbound references, so it is the better canonical tracker.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46552 is the best issue to keep because it is still open and appears to be the actively referenced report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title, same body, same underlying tokenizer bug; these are clearly duplicate reports." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: both issues have the same title, identical body length, and maximum soft similarity, with 46552 open and carrying inbound references. The canonical choice is conservative and reasonable, and nothing materially overstates the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "22a1846b58e7a11a3e2b9799f48df882da024b7532ceadc930dd4a1bb1451287", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues do not look like duplicates: one reports a tensor shape mismatch during object detection training, while the other reports gradual OOM during RT-DETR v2 training. They are different failure modes and likely different root causes.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 46657 is the more concrete bug report and is centered on a distinct, reproducible training error (tensor size mismatch).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46657 is the better representative issue for this cluster because it describes a specific code-path failure rather than a broad resource symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different symptoms and likely different root causes: shape mismatch vs out-of-memory after epochs. The similarity is only at the high-level training context, not the underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "5fbf00bbe14092440530179fff2f6950434a5326b2de9651c7377c1717253639", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are about different model-loading failure modes in different code paths: ZeRO-3 zero.Init partitioning vs 4-bit device_map/max_memory dispatch. They are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue for a duplicate cluster: the reports describe separate bugs with different triggers, symptoms, and subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a true duplicate representative; if one must be chosen, 46823 is slightly more self-contained, but it is still a different bug from 46822.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different failure modes and mechanisms: ZeRO-3 composite submodule partitioning/OOM versus 4-bit device_map/max_memory incorrectly dispatching to CPU." + } + ] + }, + "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": 36, + "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": "fc3e3c6fec1456b7e12828378998d0a3990a6d573d0ddb0c7044ae82104c9f72", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7223, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7223, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related VibeVoice workstreams, but they are not the same PR-level change. PR 40546 is the main VibeVoice implementation, while PR 42781 adds VibeVoice Realtime plus an acoustic tokenizer and broader API wiring, so they should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the earlier, non-draft core implementation with substantial review activity and broad model integration; it is the best representative of the base VibeVoice feature work.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the most complete standalone VibeVoice implementation and is the clearest canonical artifact for this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "They share the VibeVoice subsystem, but 42781 is specifically about Realtime and acoustic-tokenizer support, with additional generation/auto-processing changes. This is broader and not the same concrete bug/change as 40546, so it should not be treated as a 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": 2, + "component_count": 36, + "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": "c615927a536cba2f157447a0234fc33f211f23a10aee1f65891689daa13e21d8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are unrelated feature additions in different model areas: TimesFM covariate forecasting vs. DINOv3 image-classification support. They do not describe the same bug or change path.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different models, different APIs, and different code paths, so they are not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 41224 is the narrower and more self-contained change, but it is only a better representative of its own feature area; it does not subsume PR 40755.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Reject: these PRs implement different features for different model families and would not plausibly be merged as one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-16", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43989", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267", + "pull_request:46744", + "pull_request:46819" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:46819", + "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:46819", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43989|pull_request:46819", + "pull_request:43995|pull_request:46819", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46744", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:45655|pull_request:46819", + "pull_request:44827|pull_request:45655", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "1b8afaf29435f53273d1f76a1be696bc42c2ce50ec6dc21f084edd03ca0b4f70", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 24, + "serialized_chars": 42659, + "estimated_input_tokens": 10665, + "estimated_eval_tokens": 21586 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 24, + "serialized_chars": 42659, + "estimated_input_tokens": 10665, + "estimated_eval_tokens": 21586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs spanning model additions, docs, tests, and assorted fixes. The only true duplicate-looking pair is the two fixed_cross_entropy patches (43251 and 43254), which both forward new kwargs into nn.functional.cross_entropy on the same code path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the clearest canonical representative of the fixed_cross_entropy kwargs fix: it explicitly targets issue 43240 and forwards the supported cross_entropy arguments in the same function as 43254.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best overall representative for the overlapping loss-helper fix because it is tied to the tracked issue and presents the more complete implementation of the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated: Mistral tokenizer method additions vs a MobileLLM model introduction." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated: tokenizer API additions vs Executorch dynamic-shape export tests." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated: processor-from-pretrained robustness changes vs adding a new model." + }, + { + "left": "pull_request:43251", + "right": "pull_request:46819", + "accept": false, + "reason": "Different bugs: cross_entropy kwargs forwarding vs beam-search cache reordering." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Different areas: loss helper kwargs vs MobileLLM model scaffolding." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Unrelated: loss helper API fix vs Mistral4 test/model work." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Unrelated: Executorch export coverage vs Mistral4 tests/model fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated: Executorch export tests vs MobileLLM model addition." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46819", + "accept": false, + "reason": "Completely different changes: MobileLLM addition vs beam-search cache handling." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Unrelated: new MobileLLM model vs config-class resolution ordering fix." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Unrelated: model addition vs Falcon output-capture refactor." + }, + { + "left": "pull_request:43989", + "right": "pull_request:46819", + "accept": false, + "reason": "Unrelated: AutoVideoProcessor lookup fix vs beam-search cache logic." + }, + { + "left": "pull_request:43995", + "right": "pull_request:46819", + "accept": false, + "reason": "Unrelated: Falcon forward/refactor changes vs generation beam-search fix." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Unrelated: Falcon model refactor vs model-creation skill content." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Unrelated: Falcon refactor vs Mistral4 test/model changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Different bugs: Mistral4 test fixes vs layrnorm-to-layernorm renaming across CLIP-like models." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Unrelated: Mistral4 tests vs chat parsing/serve update." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46744", + "accept": false, + "reason": "Unrelated: Mistral4 tests vs Apple Silicon docs update." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Unrelated: Mistral4 tests vs adding a TDT loss kernel." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Unrelated: Mistral4 test/model changes vs model-creation skill addition." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Unrelated: MobileLLM model addition vs model-creation skill documentation/workflow." + }, + { + "left": "pull_request:45655", + "right": "pull_request:46819", + "accept": false, + "reason": "Unrelated: config resolution ordering fix vs beam-search cache handling." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Unrelated: Mistral4 tests/model changes vs config resolution fix." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying fix: both update fixed_cross_entropy to forward supported nn.functional.cross_entropy kwargs on the same code path, and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43251 and 43254 are the only clear same-function, same-issue-target pair, while the rest are mostly different model additions, docs, or unrelated fixes. The soft-edge rejections are generally conservative. One minor caveat: the phrase 'more complete implementation' for 43251 is a bit stronger than the packet strictly proves, but it does not materially undermine the overall assessment." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 36, + "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": "f14cdf9d68d652a89a5186f185164152997c182107c061dbdc73fd576795e771", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both GitHub Actions dependency bumps, but they target different action families and different maintenance goals: one is for Node 24 compatibility in core workflow actions, the other is a broader latest-version refresh including Docker build actions. They are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the cleaner canonical representative because it has a single, explicit purpose (Node 24 compatibility) and updates the core workflow actions in a more focused way.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative overall because its scope is clearer and more specific; PR 42976 is a separate dependency refresh for Docker-related actions rather than the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Do not merge: they update different action ecosystems and solve different problems. 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 bumps docker/build-push-action and other workflow actions to newer versions. Same broad maintenance theme, but not 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": 6, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562", + "pull_request:46658", + "pull_request:46705" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:42978|pull_request:46705", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43448|pull_request:46705", + "pull_request:43451|pull_request:45490", + "pull_request:43451|pull_request:46705", + "pull_request:45490|pull_request:46562", + "pull_request:45490|pull_request:46705", + "pull_request:46562|pull_request:46658" + ], + "prepared_review_unit_hash": "19e91320902d2706cdeb40c6aa8c6fa87593e03d80790d80633cf67e2c711a7c", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 24622, + "estimated_input_tokens": 6156, + "estimated_eval_tokens": 12568 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 24622, + "estimated_input_tokens": 6156, + "estimated_eval_tokens": 12568 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated model-addition PRs that only overlap on shared docs/auto-registration scaffolding. The only likely duplicate-like pair is the Step 3.7 Flash integration PR and its companion WIP script PR.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46562 is the clearest central artifact: it is the main Transformers integration for Step 3.7 Flash, and it has the strongest same-change link to 46658. The other PRs are separate model additions or an unrelated distributed-config change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46562 is the best representative of the only real subcluster here because it is the production model add rather than the accompanying WIP/demo repository changes in 46658.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families: ViT NEPA vs Molmo. Shared docs/auto-registry files are routine for new model PRs, not evidence of the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model families: ViT NEPA vs Molmo2. Overlap is just shared Transformers registration/docs plumbing." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families: ViT NEPA vs CTSM. The shared files are generic model-registration updates." + }, + { + "left": "pull_request:42978", + "right": "pull_request:46705", + "accept": false, + "reason": "ViT NEPA model add is unrelated to the distributed configuration PR." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by naming, but these are distinct model ports with different files and implementations; not the same concrete change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model additions; shared auto/docs files are not enough." + }, + { + "left": "pull_request:43448", + "right": "pull_request:46705", + "accept": false, + "reason": "Molmo model addition is unrelated to distributed config work." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 vs CTSM are different models and codepaths; only generic registry/docs overlap." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46705", + "accept": false, + "reason": "Molmo2 model addition is unrelated to distributed config work." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step 3.7 Flash are different models; overlap in auto-mappings/docs is broad subsystem reuse, not duplication." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46705", + "accept": false, + "reason": "CTSM model addition is unrelated to distributed config work." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": true, + "reason": "Both target Step 3.7 Flash and appear to describe the same underlying model port/reproduction effort; the WIP script repo in 46658 and the Transformers integration in 46562 are plausibly one combined change set." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 36, + "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-43291-8", + "nodes": [ + "pull_request:43291", + "pull_request:43498", + "pull_request:43665", + "pull_request:44815", + "pull_request:45114", + "pull_request:46380", + "pull_request:46539", + "pull_request:46579" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43498|pull_request:46579", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46579", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46579", + "pull_request:45114|pull_request:46579", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46579" + ], + "prepared_review_unit_hash": "ab6661c66d8891873b91cadd777dfbf6f7394f449cb1e8ce577e3015b9e9da65", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23161, + "estimated_input_tokens": 5791, + "estimated_eval_tokens": 11838 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23161, + "estimated_input_tokens": 5791, + "estimated_eval_tokens": 11838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is heterogeneous: Whisper test cleanup, tie_weights backward-compat, dummy test edits, FP8 dequant fixes, doctest cleanup, generation validation, CI resource patching, and typo fixes. I don\u2019t see any true duplicate pair.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the strongest standalone bug-fix candidate because it targets a concrete dequantization path in model loading/FP8 code; however, it is not a duplicate of the other PRs here.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/test fixes vs unrelated CLIP/ViT test assertion changes; different models and different bug surfaces." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode/test fix vs FP8 dequant/model-loading fix; unrelated code paths." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper test fix vs generation watermarking/validation and CI-related changes; not the same underlying bug." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46579", + "accept": false, + "reason": "Backward-compat alias for tie_weights is a behavioral API change; typo cleanup is unrelated refactoring/docs hygiene." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Artificial failing assertions in model tests vs Phimoe CI integration/resource-limit patch; different intent and failure mode." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Dummy test edits for CLIP/ViT vs FP8 dequant logic; no shared bug or change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Dummy test edits vs generation config/watermarking fixes; unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46579", + "accept": false, + "reason": "Dummy test edits vs broad code typo cleanup; unrelated." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant/model-loading fix vs CI runner memory workaround for Phimoe tests; different subsystems and issues." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Both touch core_model_loading, but one is FP8 dequant behavior and the other is generation/watermarking validation; not the same concrete bug." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46579", + "accept": false, + "reason": "Concrete FP8 dequant fix vs unrelated typo cleanup across code." + }, + { + "left": "pull_request:45114", + "right": "pull_request:46579", + "accept": false, + "reason": "Doctest/docstring cleanup vs code typo cleanup; they are both hygiene, but not the same change or bug." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation configuration/Whisper validation fix vs Phimoe CI memory patch; different concrete problems." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46579", + "accept": false, + "reason": "Generation validation fix vs typo cleanup; no shared underlying bug." + } + ] + }, + "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": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "b1fad96fedfd398a4a47e47bbb2d1f58928f49c454744865278428acdaab786f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three open '[don't merge]' test PRs with superficial title similarity, but they change different code paths and workflows. They are not duplicates of one underlying fix/change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Both are test PRs, but one edits setup/versioning and a Vit test while the other changes a PR security-gate workflow. The diffs are unrelated and would not be merged as one PR." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "They only overlap on a Vit test filename; one is about package/version/dependency metadata, the other rewrites comment CI and related workflow/test utilities. Not the same underlying change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Different workflow areas and different concrete changes: self-comment/self-scheduled/slack/test utility updates versus a single PR security-gate trigger change. Too broad and unrelated to treat as one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 36, + "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": "435adc5dd0a75ae6ae0c8d72078ec404e9af0d8f0da0475561ede680871315d8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share scaffolding and docs updates, but target different tasks and code paths, so they should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader and more representative change set, covering the visual segmentation pipeline across multiple model integrations and tests; if one PR had to stand in for the cluster, this is the stronger candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features: concept segmentation vs visual segmentation. They share pipeline/docs boilerplate, but the task names, intended behavior, and model coverage differ, so they are not the same concrete change and would not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 36, + "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": "dad9e7f8c4d41f6b27e7034e5e5d667ef8d456f0da810bf478870c0065433574", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs modify `trainer.py` to add customization hooks, but they address different Trainer behaviors: gradient-accumulation loss scaling vs. column/signature filtering. They are related by subsystem, not by the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43651 is the more concrete, self-contained trainer behavior change: it updates loss scaling in `training_step` and adds `_loss_is_scaled_for_ga` to control gradient accumulation handling. The other PR is a separate extensibility refactor for signature column filtering.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the best representative of the cluster because it has a clearer functional purpose and a more direct code-path change, while PR #43663 is a different Trainer hook with a separate responsibility.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and behaviors: one changes loss scaling during training, the other changes how Trainer derives signature columns. Shared file alone is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "e990fc7afced5680c4b5489ffa7c0f6bae486193a2ff39145e4a6afd6dd33258", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `src/transformers/cli/serve.py`, but they fix different `NameError`-style problems: PR 43656 is an annotations/typing cleanup with `from __future__ import annotations`, while PR 43842 specifically adds a `TYPE_CHECKING` import and forward reference for `TypeAdapter` when `pydantic` is absent. They are related but not the same underlying bug or mergeable into one duplicate fix.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: these are separate fixes in the same file, each addressing a different code path and failure mode.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the more direct fix for the reported `TypeAdapter` NameError when `pydantic` is not installed; PR 43656 is a separate typing/annotation change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Different root causes and fixes: one is future-annotations/typing cleanup, the other is a missing `TypeAdapter` import under `TYPE_CHECKING` for the no-pydantic case." + } + ] + }, + "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": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44071", + "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", + 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Only a few pairs are true duplicates within the same code path, mainly the GPT-J/CodeGen and GPT-Neo subsets.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the strongest representative of the shared GPT-J/CodeGen output-tracing refactor: it targets the same concrete files and issue, and aligns with the duplicate subgroup best.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the clearest concrete output-tracing change in the cluster and best represents the duplicate GPT-J/CodeGen subgroup; the rest are separate model-specific refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Same broad output-tracing theme, but different models/code paths (FNet/CVT vs GPT-J); not the same underlying change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and different implementation paths; only the refactor theme overlaps." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both modify GPT-J output tracing in the same file and appear to be the same concrete decorator migration." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different backbones/models; shared issue target alone is not enough to make them duplicates." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J/CodeGen are unrelated code paths despite similar refactor wording." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model implementations; not the same bug or change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated; same refactor pattern only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different models and different code paths; not mergeable as one change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor on the same file/tests; clearly the same underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen versus MPT; different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are separate model implementations, so this is only thematic overlap." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different model families and code paths; not the same underlying fix." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet refactor is unrelated to GPT-J/CodeGen output tracing." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different code paths; only the general output-tracing theme matches." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families; not the same bug or refactor." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths, so these are not duplicates." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert/XLM is only a shared refactor pattern, not the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "Different model implementations and no shared concrete code path." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are separate refactors in different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated beyond the output-tracing theme." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families and files; 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not the same bug or change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are different backbones; only the refactor theme matches." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are unrelated code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are separate refactors in different files/models." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated beyond the general output-tracing theme." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "FNet/CVT and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "FNet/CVT and Segformer are separate model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are different models; only the refactor pattern overlaps." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing decorator migration on the same concrete files; these could plausibly be merged into one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same file and appear to implement the same change, despite the title mismatch on 44085." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT and ResNet/RT-DETR ResNet are unrelated model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and ViTS are unrelated model refactors." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model families; only the output-tracing theme is shared." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The accepted duplicate pairs are supported by shared files/targets and overlapping GPT-Neo/GPT-J code paths, while the rejected pairs mostly differ by model family and implementation path. The choice of PR 44722 as the canonical/representative GPT-J-CodeGen refactor is also supported by the diff and issue linkage." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 36, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "60211b653b0659531337150322a79ecda8ca42cf8583787d5162bb7e0247f63a", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13066, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific refactors to standardized output tracing/capture, but they touch different architectures and code paths, so they should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the best anchor because it is explicitly tied to tracking issue 43979 and represents a concrete, self-contained output-capture refactor.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest representative of the cluster: it has the clearest issue linkage and a substantive implementation change, while the others are similarly themed but model-specific.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but for different models (VisualBert vs TextNet) and different files/code paths; same pattern, not the same change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are unrelated model implementations; they share a refactor theme but not a common underlying bug or mergeable change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet vs TextNet is different model code with different tracing hooks; this is a broad refactor similarity only." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are separate model paths; the diffs both migrate output handling, but they do not fix the same concrete issue." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are different architectures and modules; the shared output-capture refactor theme is too broad to treat 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": 14, + "component_count": 36, + "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": "9857042405c6889b802c089ce0d5b9c3d26ba7d38acc1fc51727ea25f646358f", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40170, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40170, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all separate model-specific output-tracing refactors, not duplicates of one underlying bug or change. 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same refactor theme only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "vision_text_dual_encoder and UperNet are different tasks and forward paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "vision_text_dual_encoder and mamba/falcon_mamba do not fix the same code-path problem." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "vision_text_dual_encoder and DepthAnything are separate model families; no shared concrete bug." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated audio vs vision models." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "UnivNet and mamba/falcon_mamba are different code paths and architectures." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet and DepthAnything are unrelated model implementations." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are distinct model families; 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They target different models and code paths, so they should not be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45401 is the better cluster representative because it is tied to an explicit tracking issue and is narrowly scoped to a single Voxtral TTS integration.", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the best standalone PR in this cluster: it has an explicit issue target, a focused title, and a self-contained implementation for one model family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Reject: PenguinVL and Voxtral TTS are different models with different implementation surfaces; the shared files are just common registration/docs boilerplate, not the same underlying bug or mergeable 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": 16, + "component_count": 36, + "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": "0475c81e0a3b854d2d6486e9c8af0f0c9553bc33cc23574a6c226ccfcdeff436", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about fusion-related functionality in Transformers, but they implement different layers and concrete mechanisms: #44979 adds a generic Module Fusion API (`module_fusion.py`), while #45363 adds `KernelConfig`-driven n-to-1 kernel fusion and integration changes. They are thematically close but not the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the better canonical PR because it is the more complete, user-facing implementation of a specific fusion workflow (`KernelConfig`-based n-to-1 kernel fusion) with integrations and example usage.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the strongest representative of the cluster: it spans the main runtime path, related integration code, and an end-to-end example, whereas #44979 is a separate generic API proposal.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Do not merge: they share the broad fusion theme, but #44979 defines a generic module fusion API and #45363 implements a different kernel-fusion configuration path. They do not appear to fix the same concrete code-path problem and would not plausibly be one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 36, + "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": "40db47fbcd6d0ccd294084a4049999415e00d99774a1150225d0bab86a8bf5c5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same concrete bug in `_patch_mistral_regex`: an `AttributeError` caused by using `tokenizer.backend_tokenizer.pre_tokenizer` instead of `tokenizer.pre_tokenizer`. The later PR is the more complete version because it adds tests, but the two changes are effectively the same fix.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the better canonical PR because it fixes the same bug as #45086 and includes test coverage, making it the more complete representation of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the strongest representative of the cluster: same code-path bug, same target issue, and it adds regression tests while keeping the fix narrowly scoped.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in the same function and file; the second PR is an expanded version with tests, so they are merge-equivalent for deduplication purposes." + } + ] + }, + "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": 36, + "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-45115-3", + "nodes": [ + "pull_request:45115", + "pull_request:45569", + "pull_request:46565" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569", + "pull_request:45569|pull_request:46565" + ], + "prepared_review_unit_hash": "e4c1e22f9a6db83503d8b8640803f447b068dafc78b044c1c70f3f49c7c6ac53", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 9123, + "estimated_input_tokens": 2281, + "estimated_eval_tokens": 4818 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 9123, + "estimated_input_tokens": 2281, + "estimated_eval_tokens": 4818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all Nemotron-related, but they are not the same underlying change. PR 45569 is the main NemotronH family refactor, PR 45115 is a narrower conversion-mapping/inheritance cleanup, and PR 46565 is a separate Nemotron3.5 ASR feature addition.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the best cluster representative because it is the broadest and most central NemotronH refactor, touching the core model/config/auto-registration pieces rather than just a conversion shim or an unrelated model family.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the strongest standalone PR in this cluster: it covers the main NemotronH restructuring and includes the related dense/sparse split, making it the most representative artifact for the NemotronH work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related theme, but not the same concrete change. 45115 focuses on conversion-mapping renames for NemotronH compatibility, while 45569 is a broader model split/refactor with docs, auto mappings, and new dense/sparse packages." + }, + { + "left": "pull_request:45569", + "right": "pull_request:46565", + "accept": false, + "reason": "Different model and different code path. 45569 is about NemotronH architecture/package refactoring; 46565 adds Nemotron3.5 ASR streaming with separate model, processor, generation, and test files." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 36, + "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": "05c07f894591bf9b1e8633a8ad43b44d9b9f3b6f65a1076a3cd9171d78fffb9b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5954, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5954, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs cover the same heterogeneous-transformer feature area, but they are not duplicates: one is a broader end-to-end feature PR (config + modeling), while the other is a narrower config-only slice. The overlap is substantial, but the scope differs enough that they look like complementary/iterative work rather than the same change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the better canonical representative because it covers the broader heterogeneous-model feature set, including both per-layer configuration and modeling utilities, while 45333 is limited to configuration support.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the strongest overall artifact in the cluster: it has the wider implementation scope, more affected files, and appears to be the more complete feature integration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "They overlap on heterogeneous configuration code and docs, but 45332 adds substantial modeling support beyond 45333. This looks like a superset/subset or split feature work, not the same concrete PR-level 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": 20, + "component_count": 36, + "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-45346-2", + "nodes": [ + "pull_request:45346", + "pull_request:46818" + ], + "soft_pairs": [ + "pull_request:45346|pull_request:46818" + ], + "prepared_review_unit_hash": "c0190ed2a1a216d0bc2d9f6c144cad3a7a718d5f0071c29517cdd0ef974f09f7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5624, + "estimated_input_tokens": 1406, + "estimated_eval_tokens": 3068 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5624, + "estimated_input_tokens": 1406, + "estimated_eval_tokens": 3068 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates: one fixes MoE router logits being softmaxed twice in Mixtral/Qwen2-MoE, while the other fixes DeepGEMM FP8 scale handling and EP router contracts across many different models. They target different code paths and different failure modes.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46818 is the more substantial standalone fix: it addresses a concrete runtime correctness issue in EP/FP8 and spans the actual implementation paths, not just regression tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 46818 is the best representative of a real code-path fix because it contains the broader implementation changes and addresses an execution-time bug rather than only adding test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45346", + "right": "pull_request:46818", + "accept": false, + "reason": "Different underlying bugs: 45346 is about router logits being softmaxed twice in MoE models, while 46818 is about DeepGEMM/FP8 scale-format handling and EP router contracts. 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": 21, + "component_count": 36, + "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": "66e00163a41d04226f0e9a08ab05e14b136a55f843f57469879a8de82dc256f4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are typing-related, but they address different scopes: #45415 is a broad type-checking sweep across many Transformers modules, while #45425 is a narrower typing cleanup centered on PEFT/modeling utilities and shared typing helpers. They are related in theme, not the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45415 is the broader umbrella change and best represents the cluster\u2019s main theme of expanding type-check coverage across the codebase.", + "best_issue_reason": null, + "best_pr_reason": "PR #45415 is the most representative single PR here because it spans the larger cross-module typing rollout; #45425 looks like a narrower follow-on/refinement rather than the same concrete fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-focused, but they fix different concrete problems and touch different code paths. #45415 adds typing support across many source files; #45425 adds specific typing protocols/aliases for PEFT, flash attention, and modeling utilities. They are not mergeable as one PR for the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 36, + "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-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "82415c2fd358493d97b9a10ea39e342a4414e8b545f0a37393f5014d5527953a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4948, + "estimated_input_tokens": 1237, + "estimated_eval_tokens": 2730 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4948, + "estimated_input_tokens": 1237, + "estimated_eval_tokens": 2730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs with superficially similar cache/seq_len>1 fixes, but they address different model families and different code paths, so they are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46084 is the clearest representative: it has an explicit issue target and a narrowly scoped Mamba2 cache-path fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 46084 is the best single PR to surface because it is concrete, self-contained, and tied to a specific tracked bug (#46032).", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Reject: both involve cached forward handling, but PR 45513 is about Qwen3.5/Qwen3-next linear attention multi-token cached continuation, while PR 46084 fixes Mamba2 CUDA kernel cache behavior for seq_len > 1. Different underlying bugs and not plausibly one merged 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": 36, + "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": "6ec7dd66801e62894a8afe37717e2f10936f62138c01e868b08c12efdf607e29", + "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 two PRs both touch expert parallelism loading, but they fix different bugs in different code paths: one targets DeepSpeed ZeRO-3/accelerate config serialization and EP detection, the other targets FSDP2/post-shard parameter wrapping to prevent expert weights from being overwritten. They are related, but not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the better representative of the cluster because it addresses a concrete, narrowly-scoped EP loading corruption bug with explicit loader/runtime changes across multiple files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Same broad EP area, but different concrete failures and fixes: 45548 is about preserving distributed_config/has_ep for accelerate + ZeRO-3 loading, while 45662 prevents rank-0 overwrite via post-shard wrapping for FSDP2. Not the same underlying bug and not a single mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 36, + "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": "fa5cc9674480896c3a456ff0c5ed3a7d953b42b3d0b37b4e0050e742ef76880e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs address the same xdist-related captured_info collision in testing_utils; 45645 appears to be the more complete follow-up, adding CI log aggregation for multiple files.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the broader, more complete fix: it updates testing_utils and the CI workflow to handle worker-specific captured_info files, whereas 45639 only fixes the writer side.", + "best_issue_reason": null, + "best_pr_reason": "45645 best represents the cluster because it covers the same bug and includes the extra CI log-preservation changes needed to use the new per-worker files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same underlying xdist collision for captured_info artifacts; 45645 is essentially a superset of 45639 and could plausibly be merged as one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 36, + "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-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "31ab4a3f114405540ee7b3d09b589ecaaf933cb3bff386c8a33f6154b3151fb5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated pull requests were grouped only because they both touch many model files and are linter-related. PR 45720 implements TRF003 by adding `can_return_tuple` / removing `return_dict` in forward methods; PR 46259 implements TRF018 by changing weight initialization logic. They should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45720 is the cleaner canonical representative because it focuses on one concrete code-pattern change across model forwards, with a clear, narrow rule scope (TRF003).", + "best_issue_reason": null, + "best_pr_reason": "PR 45720 is the best representative of the cluster since it is a more self-contained, specific linter-driven change and is easier to use as the anchor for this grouping than the broader initialization-rule PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different linter rules and different code paths: one changes forward return handling (TRF003), the other changes model weight initialization (TRF018). Shared model filenames are incidental, 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": 26, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "7595cab697726dbd1cd78a49e1620a977be9122fc8695f8850c223bc0a530e41", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated PRs in the same broad repository area, but they do not appear to fix the same concrete bug or implement the same change. One is a model/config and CI-related sweep; the other is a test migration adding kernel/model tests.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45932 is the broader code-change PR and is the better cluster representative because it contains the main implementation/config edits across model files and workflow plumbing, whereas #46100 is primarily a test migration.", + "best_issue_reason": null, + "best_pr_reason": "PR #45932 is the strongest single representative of the cluster because it has substantive production-code/config changes; #46100 is mostly test scaffolding and less representative of a core fix/change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Reject: these PRs touch different concrete concerns. #45932 changes CI/workflow plus several model/config files, while #46100 adds new kernel tests and test migration files. They do not look like the same bug fix or the same mergeable 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": 28, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "7001a17f3524860f237ad60edab4120737395908fa9497bd242302b085f70eb7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs overlap on distributed code, but they are not the same change: one is a focused EP/Trainer integration PR and the other is a broad distributed branch base spanning many unrelated areas.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46126 is the most specific, self-contained change in the cluster: EP + Trainer integration with targeted distributed-file edits. PR 46269 is a much broader base branch touching CI, FSDP, generation, integrations, and model code.", + "best_issue_reason": null, + "best_pr_reason": "PR 46126 is the best representative PR because it has a clear concrete purpose and tighter scope, making it more suitable as the cluster canonical than the broad umbrella branch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed files are not enough here. 46126 is a focused EP/Trainer integration change, while 46269 is a wide distributed base branch with many unrelated modifications; they do not look like the same underlying 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": 29, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46504|pull_request:46716" + ], + "prepared_review_unit_hash": "3e6eec50827d83c638c55397bb184eca5d8d9c5fe8a7c797a3d05ad62cc6bb5c", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25918, + "estimated_input_tokens": 6480, + "estimated_eval_tokens": 13216 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25918, + "estimated_input_tokens": 6480, + "estimated_eval_tokens": 13216 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated workflow-maintenance PRs. There is a small security-gate subgroup in .github/workflows/pr-ci-security-gate.yml, but the diffs are distinct follow-ups rather than the same fix, so no soft merges are justified.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the most substantive representative of the security-gate subgroup, with the core functional change; the others are separate hardening/comment-only follow-ups.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the best overall representative of the cluster because it contains the largest concrete workflow behavior change, while the rest are independent workflow tweaks.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different fixes: self-comment CI stdin handling vs PR CI security-gate logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow updates; one edits comment parsing, the other changes PR CI gate permissions/approval flow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Self-comment CI command piping and a comment-only note in pr-ci-security-gate are not the same underlying change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and unrelated changes: stdin handling vs secrets inheritance removal." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Build CI docker image trigger handling is unrelated to self-comment CI message piping." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening and benchmark dispatch enablement are separate workflow changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "SSH runner env/monitor changes are unrelated to anti-slop permissions placement." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner changes do not address the assign-reviewers checkout ref behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different problems: SSH runner security cleanup vs PR CI security-gate behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "SSH runner hardening is unrelated to PR CI security-gate permissions and approval gating." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Anti-slop permission scoping and benchmark workflow dispatch support are unrelated changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and different fixes; no shared code path." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop permissions update is unrelated to build-ci-docker-images commit-message handling." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different behaviors; not the same underlying bug or change." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers checkout ref and benchmark workflow dispatch are unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Assign-reviewers base-ref checkout is unrelated to build-ci-docker-images trigger parsing." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "No overlap in workflow behavior: reviewer assignment vs PR CI security checks." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark workflow dispatch support and docker-image tag trigger parsing are separate changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different functionality; not a duplicate fix." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Build-ci docker image trigger parsing is unrelated to PR CI security-gate logic." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different fixes; not the same code-path problem." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Both touch pr-ci-security-gate.yml, but one adds checkout/diff-based security checks while the other tightens permissions and approval gating; separate follow-up hardening, not the same fix." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Functional security-gate changes versus a comment-only safety note are not the same underlying change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Security-gate logic changes and secrets:{} on the reusable workflow call are distinct fixes." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Permissions/approval gating and a documentation comment do not fix the same bug." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different hardening steps in the same workflow file, but not the same concrete change." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comment-only reassurance and secrets inheritance removal are unrelated changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Build-ci docker image trigger parsing is unrelated to a pr-ci-security-gate explanatory comment." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different fixes; no shared underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 36, + "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-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "68bcc048c33d3e0a610fd0f5cb37edf0c450d9a09ac06fd7a03306e161b47727", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are thematically similar refactors around source inspection, but they fix different code paths in different modules and are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes are in separate helpers (`import_utils._resolve_traversable` vs `modeling_utils._can_set_attn_implementation`) and address different source-reading call sites.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the stronger standalone change because it has a narrower, well-defined target and includes tests, but it still does not subsume PR 46152.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Same general pattern (replacing file opens for source access), but different modules, different functions, and different underlying behavior; not the same concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "11b1e9287aed76823b5fee46fc7ffcac56256f6f9621259557011933829b6603", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same off-by-one right-window boundary in the sliding-window mask helper for Moonshine streaming; the later PR is a superset with tests and an additional Gemma4 fix.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46546 is the stronger representative: it contains the same Moonshine streaming boundary fix as #46310, adds test coverage, and reflects the more complete patch.", + "best_issue_reason": null, + "best_pr_reason": "PR #46546 is the best standalone candidate because it includes the Moonshine fix plus validation tests and is the more fully developed patch, even though it also applies the same boundary correction to Gemma4.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Both PRs fix the same Moonshine streaming right-window off-by-one (`<` to `<=`) in the same mask helper. #46546 is a superset with tests, so they plausibly represent the same underlying bug fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 36, + "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-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "75021654cbf0a7465310db97f312fa6222a9cf3d1f343888279010fd6f45bb88", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5939, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5939, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one adds multimodal support to continuous batching internals, while the other adds a new HunYuan VL model with docs, configs, processors, and tests. They do not target the same code path or change the same feature set.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46417 is the more complete, non-draft, self-contained feature addition and better represents the cluster if a single PR had to be surfaced, though it is not a duplicate of PR 46376.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different underlying changes: 46376 modifies continuous batching to support multimodal caching/scheduling, while 46417 adds a new HunYuan VL model stack, docs, auto-mappings, and tests. 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They are related but not the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #46604 is the more substantial and self-contained Mistral change: it adds new tokenizer detection/conversion/save behavior and associated tests, so it is the better representative artifact for this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Reject: these are distinct Mistral work items. #46603 is a code move/refactor for MistralConverter; #46604 introduces new tekken tokenizer functionality and utilities. Shared files alone are not enough to treat them as the same fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 36, + "component_count": 36, + "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-46741-4", + "nodes": [ + "pull_request:46741", + "pull_request:46773", + "pull_request:46781", + "pull_request:46831" + ], + "soft_pairs": [ + "pull_request:46741|pull_request:46781", + "pull_request:46741|pull_request:46773", + "pull_request:46741|pull_request:46831" + ], + "prepared_review_unit_hash": "9f3accbc8b1634cd8ff0d05dce0e29e39f35769ef9c173f61f6d53685196b8ed", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 10051, + "estimated_input_tokens": 2513, + "estimated_eval_tokens": 5282 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 10051, + "estimated_input_tokens": 2513, + "estimated_eval_tokens": 5282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These four PRs are related only by broad cache/model-forward logic, but they fix different bugs in different model families and code paths. None of the soft edges should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46773 is the clearest standalone bug fix: it has a precise failure mode (padding mask skipped for batch size 1) and a straightforward, broadly applicable fix across linear-attention models.", + "best_issue_reason": null, + "best_pr_reason": "PR #46773 is the strongest overall candidate to keep as the representative PR because it addresses a concrete, reproducible bug with broad model impact and a focused code change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46741", + "right": "pull_request:46781", + "accept": false, + "reason": "Different bugs: #46741 fixes Mamba2/Zamba2/Nemotron-H cached single-token/speculative decoding state handling; #46781 fixes QuantizedCache initialization for hybrid SSM+attention models." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46773", + "accept": false, + "reason": "#46741 is about cache/state handling in Mamba2-style mixers during decoding; #46773 is about applying padding masks for batch size 1 in linear-attention models. Separate failure modes." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46831", + "accept": false, + "reason": "#46741 targets Mamba2/Zamba2/Nemotron-H precomputed-state decoding, while #46831 fixes CPU-offload hook handling in Qwen3.5/Qwen3-Next. Different model families and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260623T060018Z/analysis-runs/hybrid-model-20260623t060018z/manifest.json b/snapshots/20260623T060018Z/analysis-runs/hybrid-model-20260623t060018z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..2d13c618229732c996ab55bd6ebdd4f1a6345899 --- /dev/null +++ b/snapshots/20260623T060018Z/analysis-runs/hybrid-model-20260623t060018z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260623t060018z", + "artifacts": { + "hybrid": "snapshots/20260623T060018Z/analysis-runs/hybrid-model-20260623t060018z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260623T060018Z/analysis-runs/hybrid-model-20260623t060018z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-23T06:11:45Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260623T060018Z", + "variant": "hybrid" +} diff --git a/snapshots/20260623T060018Z/manifest.json b/snapshots/20260623T060018Z/manifest.json index c1f95abedb5d63e2d7cf0d79cc5412a9bc94ef9d..7b045852aae76afacc8ee248a61217d1b7ffc8cb 100644 --- a/snapshots/20260623T060018Z/manifest.json +++ b/snapshots/20260623T060018Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 374 }, "extracted_at": "2026-06-23T06:00:18Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260623t060018z", + "runs": { + "hybrid-model-20260623t060018z": { + "analysis_id": "hybrid-model-20260623t060018z", + "artifacts": { + "hybrid": "snapshots/20260623T060018Z/analysis-runs/hybrid-model-20260623t060018z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260623T060018Z/analysis-runs/hybrid-model-20260623t060018z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260623T060018Z/analysis-runs/hybrid-model-20260623t060018z/manifest.json", + "model": null, + "published_at": "2026-06-23T06:11:45Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260623T060018Z", "watermark": {