diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 3661b916e4edb98d971aee8fec54e659774d0369..f1bc176887333a98075b36e5cefaae3dcaef8545 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": "20260519T120033Z", - "generated_at": "2026-05-19T12:09:02Z", + "snapshot_id": "20260519T180042Z", + "generated_at": "2026-05-19T18:16:46Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1615,60 +1615,277 @@ ] }, { - "cluster_id": "cluster-44001-2", + "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 44004, + "canonical_pr_number": 44068, "issue_numbers": [], "pr_numbers": [ - 44001, - 44004 + 44018, + 44068 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 44001, - "right_pr_number": 44004, - "code_similarity": 0.087, - "size_similarity": 0.237, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.262, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, - { - "cluster_id": "cluster-44002-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44002, - "issue_numbers": [], - "pr_numbers": [ - 44002, - 44029 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44002, - "right_pr_number": 44029, - "code_similarity": 0.135, - "size_similarity": 0.43, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.329, - "shared_filenames": [], - "shared_file_areas": [] + "left_pr_number": 44018, + "right_pr_number": 44068, + "code_similarity": 0.766, + "size_similarity": 0.939, + "file_overlap": 1.0, + "area_overlap": 0.425, + "patch_similarity": 0.866, + "shared_filenames": [ + "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "tests/models/gpt_neo/test_modeling_gpt_neo.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "left_ranges": [ + [ + 26, + 46 + ], + [ + 138, + 143 + ], + [ + 182, + 187 + ], + [ + 283, + 295 + ], + [ + 327, + 341 + ], + [ + 348, + 354 + ], + [ + 360, + 369 + ], + [ + 399, + 406 + ], + [ + 411, + 419 + ], + [ + 428, + 433 + ], + [ + 472, + 492 + ], + [ + 507, + 513 + ], + [ + 519, + 528 + ], + [ + 541, + 559 + ], + [ + 562, + 567 + ], + [ + 595, + 601 + ], + [ + 607, + 614 + ], + [ + 627, + 643 + ], + [ + 685, + 690 + ], + [ + 708, + 714 + ], + [ + 720, + 727 + ], + [ + 740, + 757 + ], + [ + 761, + 766 + ], + [ + 780, + 786 + ], + [ + 791, + 798 + ], + [ + 807, + 822 + ], + [ + 840, + 845 + ] + ], + "right_ranges": [ + [ + 26, + 31 + ], + [ + 34, + 44 + ], + [ + 136, + 141 + ], + [ + 180, + 185 + ], + [ + 281, + 293 + ], + [ + 325, + 339 + ], + [ + 346, + 352 + ], + [ + 358, + 367 + ], + [ + 397, + 404 + ], + [ + 409, + 417 + ], + [ + 426, + 434 + ], + [ + 463, + 483 + ], + [ + 498, + 504 + ], + [ + 510, + 519 + ], + [ + 532, + 550 + ], + [ + 553, + 564 + ], + [ + 586, + 592 + ], + [ + 598, + 605 + ], + [ + 618, + 634 + ], + [ + 676, + 688 + ], + [ + 699, + 705 + ], + [ + 711, + 718 + ], + [ + 731, + 748 + ], + [ + 752, + 762 + ], + [ + 771, + 777 + ], + [ + 782, + 789 + ], + [ + 798, + 813 + ], + [ + 831, + 836 + ] + ] + }, + { + "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", + "left_ranges": [ + [ + 458, + 464 + ] + ], + "right_ranges": [ + [ + 458, + 464 + ] + ] + } + ] } ] } @@ -1729,22 +1946,13 @@ "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-44001-2", - "canonical_pr_number": 44004, - "duplicate_pr_numbers": [ - 44001 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44001-2 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-44002-2", - "canonical_pr_number": 44002, + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, "duplicate_pr_numbers": [ - 44029 + 44018 ], "target_issue_number": null, - "reason": "PRs in cluster-44002-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-45081-3", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 3c7249d57464e5f75956cdfb524a9cfe151d9c5d..a2d6bda52d5b2e1dc0aeadfcb13ea14a6ec7d8e5 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": "20260519T120033Z", - "generated_at": "2026-05-19T12:09:02Z", + "snapshot_id": "20260519T180042Z", + "generated_at": "2026-05-19T18:16:46Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,10 +13,10 @@ "review_unit_count": 48, "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-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ "issue:24643", "issue:30277", @@ -101,14 +101,14 @@ "issue:39290|issue:45081", "issue:45823|issue:45874", "issue:43425|issue:44292", - "issue:34928|issue:41720", "issue:43828|issue:45161", + "issue:34928|issue:41720", "issue:44918|issue:45161", "issue:43716|issue:45685", "issue:43541|issue:43716", "issue:43828|issue:44292", - "issue:45507|issue:45685", "issue:43716|issue:44292", + "issue:45507|issue:45685", "issue:44292|issue:44918", "issue:43039|issue:44918", "issue:41762|issue:43638", @@ -129,358 +129,424 @@ "issue:43039|issue:44560", "issue:43975|issue:46015", "issue:45812|issue:45920", - "issue:43866|issue:44863", "issue:44863|issue:46015", + "issue:43866|issue:44863", "issue:44292|issue:46015", "issue:43854|issue:43866", "issue:41093|issue:43638" ], - "prepared_review_unit_hash": "274f53937a86b73a4709a56e9a524e582d950bbeec77d66b71301d65247a4316", + "prepared_review_unit_hash": "f78e42176ae5137736e808b1a94c32b7d79eba3c2c64db605767ee887244ae64", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 66, - "serialized_chars": 47561, - "estimated_input_tokens": 11891, - "estimated_eval_tokens": 24038 + "serialized_chars": 47567, + "estimated_input_tokens": 11892, + "estimated_eval_tokens": 24040 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly weak text-similarity across unrelated issue reports. The only believable duplicate groups are the ZeRO-3 empty-index loading failures and the AutoTokenizer wrong-ID regression; most other pairs are model-specific errors or unrelated docs/runtime problems.", - "confidence": 0.73, - "canonical_issue_reason": "issue:43596 is the best anchor for the strongest duplicate family: the generic DeepSpeed ZeRO-3 'index 0 is out of bounds' loading failure, which directly overlaps with 43638 and likely 41762.", + "summary": "There is one strong duplicate issue pair around DeepSpeed ZeRO-3 + BertModel index-out-of-bounds; most other soft pairs are only broad topical overlaps and should stay separate.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43596 is the clearest representative of the only strong duplicate family here: the same ZeRO-3/BertModel index-out-of-bounds crash as issue:43638, with a more precise title.", "canonical_pr_reason": null, - "best_issue_reason": "Most representative issue because it states the shared ZeRO-3 empty-shard/index-out-of-bounds failure in a model-agnostic way and sits at the center of the closest duplicate set.", + "best_issue_reason": "issue:43596 is the best canonical issue because it states the concrete failing path clearly and matches the strongest duplicate counterpart in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: Qwen3.5 config attribute error vs streaming chat/completions crash." + "reason": "Different models and different failures; same general area only." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different subsystems: AMD GPU support failure vs MPS histogram int error." + "reason": "Unrelated model/runtime problems; no shared code-path evidence." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different bug classes: dtype mismatch in Mistral-3 vs GPT-OSS failing on AMD GPUs." + "reason": "Different model-specific dtype vs GPU backend issues." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different model/path: autocast dtype mismatch vs AMD GPU runtime failure." + "reason": "Both are runtime/model bugs, but the concrete failure modes are unrelated." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Unrelated failures: AMD GPU incompatibility vs invalid method call in GraniteMoEHybrid." + "reason": "Different model families and different symptoms." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model/runtime problem; Qwen-3 NVFP4 error is not the same as AMD GPU failure." + "reason": "Separate model/runtime issues; not the same bug." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Both are DeepSpeed/onnx-adjacent errors, but the concrete failures are unrelated." + "reason": "DeepSpeed collective mismatch vs ONNX export error are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different model export paths and different error modes." + "reason": "Different model export/tokenizer problems with no shared failing path." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error vs cudaErrorAssert during auto device mapping are unrelated." + "reason": "ONNX export and device-map CUDA assert are different failures." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash is unrelated to outdated RAG docs examples." + "reason": "Different user-facing features; no duplicate evidence." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are stale v5 docs, but they concern different removed references and look like separate cleanup items." + "reason": "Both are docs cleanups after v5 removals, but they reference different removed items and pages." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ModernBERT ONNX export and GenerationMixin import error are different code paths." + "reason": "Export error vs import error; not the same underlying bug." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Both mention shape/device issues, but the models and failure modes differ." + "reason": "Mask/index shape mismatch vs device-mismatch during forward are unrelated." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Different error families: zero3 size-0 index error vs generic mask/tensor shape mismatch." + "reason": "Different runtime signatures: zero3/Bert out-of-bounds vs mask/tensor shape mismatch." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Zero3 index-out-of-bounds is not the same bug as the mask shape mismatch report." + "reason": "Different error classes and code paths." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask/tensor shape mismatch and GPT-OSS TP failure are unrelated." + "reason": "No common concrete failure; only both are model/runtime bugs." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Generic mask mismatch is not the same as Qwen3.5 input-embedding unpacking failure." + "reason": "Different errors in different training stacks." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset and ModernBERT export are unrelated." + "reason": "Processor voice_preset bug is unrelated to ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Different model and different distributed-training failure." + "reason": "Different DeepSpeed-related failures and different model contexts." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3 empty-dimension index-out-of-bounds loading failure; only the Bert variant differs." + "reason": "Same ZeRO-3/BertModel index-0 out-of-bounds crash; the titles only differ in wording around pretrained vs non-pretrained BERT." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy issue is unrelated to GPT-OSS TP behavior." + "reason": "Liger Kernel cross-entropy call vs GPT-OSS MoE TP issue are unrelated." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different problems: deepseek detokenization vs LoRA merge/save mismatch." + "reason": "Different tokenizer/LoRA behaviors with no shared failing path." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error and LoRA merge/save mismatch are unrelated." + "reason": "Different model/runtime problems; not duplicate evidence." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP tensor-size recomputation is not the same as the mask shape mismatch." + "reason": "Different distributed-training error classes and symptoms." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed weight-dimension error and collective mismatch are different distributed-training bugs." + "reason": "Both involve DeepSpeed, but the concrete RuntimeErrors are different." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Both are Qwen3.5 MoE-related, but one is CPU-offload incompatibility and the other is uninitialized-memory after to_empty()." + "reason": "Same model class, but different device/materialization failures; not clearly the same bug." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Zero3 Bert index-out-of-bounds and GPT-OSS tensor-parallel failure are unrelated." + "reason": "Zero3/Bert load failure vs GPT-OSS MoE tensor-parallel issue are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP checkpointing tensor-size mismatch is not the same as CustomTrainer.compute_loss signature breakage." + "reason": "Activation-checkpointing/FSDP size mismatch vs Trainer API change are different issues." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Zero3 loading bug and GPT-OSS TP issue are different code paths." + "reason": "Different models and different failure modes." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral-3 dtype mismatch is unrelated to GraniteMoEHybrid invalid-method failure." + "reason": "Dtype mismatch in one model vs invalid method call in another." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 sliding-window config error and Mistral tokenizer regex crash are unrelated." + "reason": "Different model/config errors; no shared bug." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Device-map mismatch in Gemma4 PLE is not the same as reverse embedding lookup cost." + "reason": "Device-mismatch during forward vs expensive reverse embedding lookup are different behaviors." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch version incompatibility and Qwen-3 NVFP4 runtime error are different issues." + "reason": "Torch version compatibility vs NVFP4 model runtime error are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Dtype/autocast issue vs GPT-OSS TP issue are not the same bug." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP activation-checkpointing mismatch and Qwen3 auto device-map cudaErrorAssert are unrelated." + "reason": "Different distributed/device failures." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Different training/inference paths and errors." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different model-specific dtype/backend failures." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend issues." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "NVFP4 runtime error vs SFT trainer unpacking issue are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Different training stack bugs." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are zero3-related, but the models and failure signatures differ." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they cover different removed docs content." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model families and symptoms." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram implementation error do not share the same bug." + "reason": "Different model/runtime errors." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Video StopIteration in Qwen3-vl-embedding is unrelated to the MPS histogram int failure." + "reason": "Video StopIteration vs MPS histogram error are unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross_entropy and Phi-tiny-MoE autocast mismatch are different problems." + "reason": "Different code paths and failure classes." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Distributed collectives mismatch and trainer compute_loss signature breakage are unrelated." + "reason": "Collective mismatch vs trainer API signature mismatch are unrelated." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPU support failure and outdated RAG docs examples are not the same issue." + "reason": "GPU inference failure vs outdated RAG examples are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP checkpointing tensor-size mismatch is unrelated to GenerationMixin import failure." + "reason": "FSDP checkpointing error vs import failure are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross_entropy call and generic mask/tensor shape mismatch are different bugs." + "reason": "Different subsystems and error signatures." }, { "left": "issue:41762", "right": "issue:43596", - "accept": true, - "reason": "Same DeepSpeed ZeRO-3 index-out-of-bounds-on-load failure; only the model name differs." + "accept": false, + "reason": "Both involve zero3 indexing issues, but the model contexts and errors do not match." }, { - "left": "issue:43827", + "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs regressions, but they point to different obsolete references and are not clearly one change." + "reason": "Different docs problems with different removed API mentions." }, { - "left": "issue:43716", - "right": "issue:44292", + "left": "issue:39290", + "right": "issue:41720", "accept": false, - "reason": "Different models and different failures: dtype mismatch vs NVFP4 runtime error." + "reason": "Gemma3/vLLM attribute error vs Qwen3 auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different model/runtime and task crashes." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor loading failure vs device-mapping forward issue are not duplicates." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross_entropy and Qwen3-vl video StopIteration are unrelated." + "reason": "Different model/backend issues." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Detokenization regression and outdated docs examples do not share the same underlying bug." + "reason": "Tokenizer detokenization bug vs outdated RAG docs are unrelated." }, { "left": "issue:45812", "right": "issue:45920", - "accept": true, - "reason": "Same AutoTokenizer v5 regression producing wrong token IDs across different model families." - }, - { - "left": "issue:43866", - "right": "issue:44863", "accept": false, - "reason": "Checkpoint corruption and NemotronH checkpoint-loading implementation failure are not the same bug." + "reason": "Both are tokenizer regressions, but they affect different model families and are not clearly the same bug." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH loading failure is unrelated to outdated docs examples." + "reason": "Checkpoint loading failure vs docs issue are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint report vs NemotronH load bug are different problems." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error and docs cleanup are unrelated." + "reason": "Model execution error vs documentation cleanup are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit-test model loading issue and corrupted checkpoint report are different failure modes." + "reason": "Different model-loading problems and different models." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Mask/index shape mismatch is unrelated to the ZeRO-3 size-0 index-out-of-bounds bug." + "reason": "Mask/index shape mismatch vs zero3 Bert out-of-bounds are different failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the accepted duplicate pairs are conservative: the ZeRO-3 out-of-bounds reports clearly overlap, and the AutoTokenizer wrong-token-ID reports are a plausible single regression. The many false soft-edge verdicts also stay cautious and are supported by the issue titles." + "feedback": "The result is well grounded in the packet. The one accepted duplicate pair, issue:43596 and issue:43638, is supported by the titles and is the only clearly strong family here. The other soft-edge rejections stay appropriately conservative and do not overclaim duplicate evidence." }, "evaluator_used": true, "retried": false, @@ -496,13 +562,12 @@ "review_unit_count": 48, "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-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ "issue:36010", - "issue:39186", "issue:39290", "issue:40990", "issue:41093", @@ -566,8 +631,8 @@ "issue:43541|issue:43828", "issue:44841|issue:45084", "issue:36010|issue:39290", - "issue:41093|issue:41762", "issue:45800|issue:45823", + "issue:41093|issue:41762", "issue:43296|issue:43366", "issue:43572|issue:45070", "issue:43541|issue:45161", @@ -577,292 +642,289 @@ "issue:43366|issue:45464", "issue:45020|issue:45800", "issue:43531|issue:45070", - "issue:41093|issue:43596", "issue:43541|issue:44589", + "issue:41093|issue:43596", "issue:43054|issue:43994", "issue:45542|issue:45800", "issue:45759|issue:45902", - "issue:39186|issue:44918", "issue:43716|issue:44918", - "issue:40990|issue:44960", + "issue:44918|issue:45685", "issue:45632|issue:45698", "issue:43404|issue:45005", "issue:43645|issue:45399", + "issue:40990|issue:44960", "issue:44530|issue:45005", "issue:42915|issue:45399" ], - "prepared_review_unit_hash": "adf985697e178e3d8fba4d39e6324fe43950695e9dd04528f242736ee2775cd0", + "prepared_review_unit_hash": "c880125c686279e2b4bacc3f5404653f61180f7b1d7b592f2b2d5c0d1b28b33b", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 39, - "serialized_chars": 39067, - "estimated_input_tokens": 9767, - "estimated_eval_tokens": 19790 + "serialized_chars": 38526, + "estimated_input_tokens": 9632, + "estimated_eval_tokens": 19520 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous: many unrelated transformer/model/runtime regressions are mixed together. Only one soft pair looks like a plausible duplicate around remote-code/custom-module loading and cache/path resolution.", - "confidence": 0.61, - "canonical_issue_reason": "issue:45698 is the broadest and most active report in the closest matching subcluster, and its symptom ('loads wrong custom module after save_pretrained') cleanly covers the shared remote-code loading problem.", + "summary": "Mostly a loose cluster of distinct Transformers regressions and model-specific failures; the shared theme is broad compatibility/loading/runtime breakage, but the soft pairs do not look like true duplicates of the same concrete bug.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s recurring \u2018recent Transformers versions break model loading/compatibility\u2019 theme, even though the rest of the items are largely separate bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 has the clearest, most general failure description and the strongest evidence trail (discussion and inbound refs), making it the best representative issue in this mixed set.", + "best_issue_reason": "Issue 45020 is the best global issue candidate because it is the most umbrella-like and could plausibly anchor several of the version/regression reports, whereas the others are more model- or error-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding-window behavior, but they involve different models, different APIs, and different concrete failures; not the same bug." + "reason": "Both mention sliding-window behavior, but they affect different models and failures (Gemma3 config attr vs Qwen3-MoE sliding_window), so this is not clearly the same bug." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper inference failure and table-question-answering crashes are unrelated code paths and symptoms." + "reason": "Whisper runtime failure and table-question-answering crash are unrelated code paths and models." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch-version incompatibility and a pydantic/PretrainedConfig regression are different problems." + "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are different issues." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "A ZeRO-3/BertModel index error is not the same underlying issue as a torch/transformers version incompatibility report." + "reason": "ZeRO-3/Bert index error and torch/transformers version incompatibility are distinct failure modes." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization bug vs table QA crash are unrelated." + "reason": "Incorrect detokenization and table-qa crashing are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Different model/task failure versus a config-schema regression." + "reason": "No shared model or code path; runtime crash vs config/pydantic breakage." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5 chat usage, but the concrete failures and code paths differ enough that they do not look like one bug." + "reason": "Both involve Qwen3.5 chat usage, but one is a general crash and the other is a streaming API failure; not enough evidence of one concrete bug." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "init_empty_weights loading error and table QA crash are unrelated." + "reason": "init_empty_weights/_is_hf_initialized type error is unrelated to table-question-answering crashes." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 sliding_window attribute error and Gemma4 device-mismatch are different regressions." + "reason": "Different Gemma models and different failures: missing sliding_window_pattern vs device mismatch." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "A tied-weight bug in Mistral3 is unrelated to an Ovis2 checkpoint corruption report." + "reason": "Tied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are separate problems." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming chat failure and an MPS histogram/int dtype error are different issues." + "reason": "Streaming chat API failure and MPS histogram_mps integer error are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Grouped_mm tracing failure and an MPS histogram implementation error are unrelated." + "reason": "Torch dynamo grouped_mm tracing error and MPS histogram implementation error are different code paths." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both mention dtype-related failures, but the model, trigger, and failing op differ; not the same concrete bug." + "reason": "Both are dtype-related, but one is grouped_mm tracing in Mixtral and the other is an autocast mismatch in Phi-tiny-MoE; not the same bug." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor loading failure and a template-compilation error are unrelated." + "reason": "Processor failure for Voxtral and template-node compilation error are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to a sliding_window config error." + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated regression types." }, { - "left": "issue:41093", - "right": "issue:41762", + "left": "issue:45800", + "right": "issue:45823", "accept": false, - "reason": "Both are index-related, but one is a mask-shape mismatch and the other is a zero-size tensor load error; different failure modes." + "reason": "Torch/transformers compatibility and Gemma4 device-mapping mismatch are separate issues." }, { - "left": "issue:45800", - "right": "issue:45823", + "left": "issue:41093", + "right": "issue:41762", "accept": false, - "reason": "Torch/transformers incompatibility and a Gemma4 device-map mismatch are distinct problems." + "reason": "Both involve indexing errors, but the shapes, models, and trigger conditions differ too much to treat as one bug." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated." + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss architecture support are different model-support requests/problems." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and a PretrainedConfig/pydantic regression are different config issues." + "reason": "Missing pad_token_idx in StableLmConfig is not the same as the PretrainedConfig pydantic-field regression." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Grouped_mm tracing failure is unrelated to GPT-OSS tensor-parallel support." + "reason": "Grouped_mm tracing failure and GPT-OSS tensor-parallel failure are different concrete paths." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 OOM/regression and tied-weights translation-model issues are different changes." + "reason": "Int4 CUDA memory growth and tied-weights translation model issues are unrelated." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch and streaming chat inference failure are different problems." + "reason": "Autocast dtype mismatch and streaming chat API failure are not the same bug." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is not the same issue as the pydantic/PretrainedConfig breakage." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a different regression from the pydantic PretrainedConfig field issue." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF architecture support is unrelated to Qwen3.5 streaming chat failures." + "reason": "GGUF gpt-oss architecture support and Qwen3.5 streaming chat failure are unrelated." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code breakage and torch-version incompatibility are not the same underlying bug." + "reason": "Remote_code breakage and torch/transformers version incompatibility are different classes of failures." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a PretrainedConfig field regression are unrelated." + "reason": "Qwen3-MoE sliding_window bug and PretrainedConfig pydantic regression are unrelated." }, { - "left": "issue:41093", - "right": "issue:43596", + "left": "issue:43541", + "right": "issue:44589", "accept": false, - "reason": "Different index errors in different loading/training paths; no clear shared root cause." + "reason": "Grouped_mm tracing error and missing Float8 storage object are different low-level failures." }, { - "left": "issue:43541", - "right": "issue:44589", + "left": "issue:41093", + "right": "issue:43596", "accept": false, - "reason": "Grouped_mm tracing failure and missing Float8 storage support are unrelated runtime issues." + "reason": "Both are index errors, but they occur in different models and mechanisms; no evidence of the same root cause." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both concern SigLIP2 quality, but one is an embedding-quality complaint and the other is a pipeline/AutoModel nonsensical-results report; not clearly the same concrete bug." + "reason": "Both concern Siglip2 output quality, but one is a comparative embedding complaint and the other is a nonsensical-results report; too little evidence they are the same concrete bug." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard-without-TF backend error is unrelated to torch/transformers compatibility." + "reason": "Undefined tf backend from tensorboard-only install is unrelated to torch/transformers incompatibility." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite config unwrapping and uninitialized-memory rotary embedding issues are different code paths." - }, - { - "left": "issue:39186", - "right": "issue:44918", - "accept": false, - "reason": "FSDP weight-shape error and TRL SFT unpacking failure are unrelated." + "reason": "Custom multimodal config unwrapping and Qwen3.5 MoE uninitialized-memory issues are distinct." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Qwen3.5 embedding unpacking." + "reason": "Mistral-3 image preprocessor dtype mismatch and Qwen3.5 embedding unpacking in trl are different bugs." }, { - "left": "issue:40990", - "right": "issue:44960", + "left": "issue:44918", + "right": "issue:45685", "accept": false, - "reason": "High perplexity on GPT-OSS and a GLM5 issue are not the same bug." + "reason": "Unpacking embeddings with trl and MPS histogram_mps integer error do not share a concrete code path." }, { "left": "issue:45632", "right": "issue:45698", - "accept": true, - "reason": "Both point to the same remote-code/custom-module loading path: a cache/path collision can cause from_pretrained to load the wrong custom module after save_pretrained." + "accept": false, + "reason": "Both involve custom-module loading, but one is a cache-path collision and the other is loading the wrong module after save_pretrained; not the same bug." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Mistral3 tied lm_head weights and translation-model tied-weights regressions are related only at a very broad level, not the same concrete bug." + "reason": "Un-tied lm_head weights in Mistral3 and translation-model tied-weight issues are related only by theme, not by a shared concrete fix." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization breakage and flash-attn fallback checks are unrelated." + "reason": "Custom model init in Jupyter and flash-attn2 fallback blocking are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "GPT-OSS perplexity anomaly and GLM5 issue are different model-specific reports." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and tied-weights translation regressions are unrelated." + "reason": "PagedAttentionCache linear_attention crash and tied-weights translation issues are unrelated." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe fine-grained FP8 failure and flash-attn fallback blocking are different issues." + "reason": "FineGrainedFP8Config failure in Qwen3Moe and flash-attn2 fallback gating are different problems." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall. The chosen canonical issue is well supported by the packet: issue:45698 is the clearest representative of the remote-code/custom-module loading cluster, and pairing it with issue:45632 is plausible from the titles. The remaining soft-edge rejections are conservative and do not overclaim duplicates." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -874,13 +936,14 @@ "review_unit_count": 48, "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-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ "issue:36331", "issue:38175", + "issue:39186", "issue:39692", "issue:41553", "issue:41628", @@ -891,7 +954,6 @@ "issue:43493", "issue:43643", "issue:43644", - "issue:43782", "issue:43828", "issue:43856", "issue:43866", @@ -915,7 +977,6 @@ "issue:44910", "issue:44918", "issue:44928", - "issue:44960", "issue:45005", "issue:45020", "issue:45507", @@ -930,6 +991,7 @@ ], "soft_pairs": [ "issue:44360|issue:44512", + "issue:39186|issue:44918", "issue:43873|issue:45005", "issue:44863|issue:45005", "issue:44492|issue:44512", @@ -945,256 +1007,255 @@ "issue:43866|issue:44403", "issue:43950|issue:45902", "issue:43872|issue:44589", - "issue:43054|issue:45701", "issue:38175|issue:43054", "issue:41553|issue:43883", + "issue:43054|issue:45701", "issue:44910|issue:45859", "issue:45663|issue:45902", "issue:42947|issue:44387", "issue:41553|issue:43881", - "issue:43054|issue:43493", "issue:44403|issue:44451", + "issue:43054|issue:43493", "issue:43643|issue:45020", "issue:43975|issue:45520", "issue:44403|issue:44488", "issue:42947|issue:43856", "issue:41762|issue:42915", - "issue:43782|issue:44960", "issue:45685|issue:45823", "issue:43881|issue:43883" ], - "prepared_review_unit_hash": "31a2cb8cbec6d07bd09d251c140ee26889f8176197d807bf92d9afd67d700f13", + "prepared_review_unit_hash": "5787801d306a43f15829b6f15f186341a3aaa6ece6ac67fce0f646018ce9e022", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 37197, - "estimated_input_tokens": 9300, - "estimated_eval_tokens": 18856 + "serialized_chars": 36660, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 }, "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 clear duplicate set is the non-persistent-buffer regression in v5: issue 43950, with 44534 and 45902 as close manifestations. No PRs are present.", + "summary": "This cluster is mostly heterogeneous and over-grouped. Only a few pairs look like true duplicates: the v5 non-persistent buffer corruption reports, and the SigLIP2 HF-vs-JAX discrepancy reports. Most other pairs are different bugs that only share a broad subsystem like loading, quantization, or MoE training.", "confidence": 0.84, - "canonical_issue_reason": "issue:43950 is the most concrete and root-cause-oriented report of the non-persistent buffer corruption regression in transformers 5.x; the related reports are narrower symptom variants.", + "canonical_issue_reason": "issue:43950 is the clearest representative of the strongest duplicate subcluster: a v5 regression where non-persistent buffers are corrupted/junk-filled during from_pretrained/load. It is specific, regression-oriented, and has direct near-duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 best represents the underlying bug because it states the actual corruption behavior and version scope, making it the strongest canonical issue for the buffer-regression cluster.", + "best_issue_reason": "issue:43950 is the best single issue to anchor the cluster because it states the underlying bug crisply and matches the closest accepted duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "Different problems: DSA indexer/ReLU vs docs mentioning a removed command." + "reason": "DSA indexer/ReLU discussion is unrelated to a docs note about a removed run command." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Different failures: FSDP 2-D weight error vs Qwen3.5 embedding unpacking in TRL SFT trainer." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior versus tied-weights translation-model handling; not the same bug." + "reason": "Quantization/offload behavior and tied-weights handling are different bugs." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Checkpoint loading failure for NemotronH is unrelated to tied-weights issues on translation models." + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weights regression in translation models." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache strategies is not the same as outdated docs for the run command." + "reason": "A typo in cache strategies is unrelated to stale docs about a removed command." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different model/code-path failures: TRL SFT embedding unpacking vs an invalid method call in GraniteMoEHybrid." + "reason": "Different model/code paths: TRL embedding unpacking vs GraniteMoEHybrid invalid method call." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Detokenization regression and NVFP4 runtime failure are different symptoms and likely different fixes." + "reason": "DeepSeek detokenization bug is unrelated to Qwen-3 NVFP4 runtime error." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "NVFP4 load/run failure is unrelated to GraniteMoEHybrid's invalid-method issue." + "reason": "Unrelated model/runtime issues; no shared concrete bug." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Both report the same v5 non-persistent-buffer corruption/junk-initialization regression." + "reason": "Both report the same v5 non-persistent buffer corruption/junk-filling regression in loading/from_pretrained behavior." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both are SigLIP2-related, but one is a doc-example failure and the other is an embedding-quality complaint; not the same bug." + "reason": "Both involve SigLIP2, but one is a docs/example issue and the other is a model-quality complaint; not the same concrete bug." }, { "left": "issue:43644", "right": "issue:43950", - "accept": false, - "reason": "Missing fields from trust_remote_code config loading is a different failure mode than buffer corruption." + "accept": true, + "reason": "Same underlying v5 bug: non-persistent buffers get filled with junk/corrupted during load or from_pretrained." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch and Qwen3.5 packed-sequence/position_ids crash are different code-path problems." + "reason": "Autocast dtype mismatch and Qwen3.5 gradient explosion from 3D position_ids are different issues." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer compute_loss kwarg incompatibility is unrelated to Gemma3 ZeRO-3 loading errors." + "reason": "Unexpected trainer kwarg and Gemma3 ZeRO-3 load failure are unrelated." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "AutoImageProcessor import exposure and torch/transformers incompatibility are not the same concrete bug." + "reason": "AutoImageProcessor import failure and torch/transformers incompatibility are only broadly environment-related, not the same bug." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption is unrelated to generic loading noise." + "reason": "Corrupted Ovis2 checkpoint and noisy transformer loading are different problems." }, { "left": "issue:43950", "right": "issue:45902", - "accept": true, - "reason": "Both concern the same non-persistent-buffer initialization/corruption bug; 45902 is a specific manifestation." + "accept": false, + "reason": "Both mention loading/memory state, but one is non-persistent buffer corruption while the other is a Qwen3.5 MoE rotary embedding uninitialized-memory bug." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different quantization/backend failures: bitsandbytes kwarg mismatch vs missing Float8 storage object." - }, - { - "left": "issue:43054", - "right": "issue:45701", - "accept": false, - "reason": "SigLIP2 embedding quality and tokenization changes are unrelated issues." + "reason": "Bitsandbytes __new__ API mismatch and missing Float8 storage are unrelated quantization/runtime errors." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both involve SigLIP2, but the reported symptoms differ too much to treat as the same bug." + "reason": "Both are SigLIP2 complaints, but the reports are not the same concrete failure mode." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral and Molmo missing tied-weights metadata are unrelated." + "reason": "Bad AutoTokenizer error message for Voxtral and Molmo tied-weights attribute failure are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and version-dependent tokenization changes are different bugs." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash-Attention packed-sequence crash and CPU-offload incompatibility in rotary embedding are different bugs." + "reason": "Flash-Attention packed-sequence misinterpretation and CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are different code-path issues." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 KeyError and Qwen3_5Moe non-persistent-buffer junk are unrelated." + "reason": "Gemma4 shared_kv_states/FSDP2 error is unrelated to Qwen3_5MoeTextRotaryEmbedding uninitialized-memory read." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient-checkpointing inefficiency under LoRA and int4 reserved-memory OOM are different performance issues." + "reason": "Gradient checkpointing ineffectiveness and int4 quantization OOM are both memory-related but not the same bug." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Tokenizer-loading error message and glm-4v loading failure are unrelated." - }, - { - "left": "issue:43054", - "right": "issue:43493", - "accept": false, - "reason": "Both are SigLIP2-related, but one is low embedding quality and the other is HF-vs-JAX discrepancy; not clearly the same bug." + "reason": "Voxtral tokenizer loading error and glm-4v-9b loading failure are unrelated." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise and inability to load a specific model are not the same issue." + "reason": "Generic loading noise and inability to load a specific model are not the same concrete issue." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both point to the same SigLIP2 implementation discrepancy versus the original JAX model, likely causing the observed embedding-quality regression." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Remote-code config-field loss and broad remote-code breakage are related at a high level, but not the same concrete bug." + "reason": "Both involve remote_code/trust_remote_code, but one is missing fields in AutoConfig output and the other is a broader compatibility report." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Detokenization and a Python 3.13 import KeyError are unrelated." + "reason": "Detokenization regression and a Python 3.13 flash_attn import KeyError are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Two separate model-loading complaints without evidence of a shared underlying bug." + "reason": "Both mention loading models, but they are different model-specific failures." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both mention memory, but one is about checkpointing with LoRA and the other about MoE training memory usage." + "reason": "LoRA checkpointing inefficiency and Qwen3 MoE memory usage are different training-memory issues." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 loading and Qwen3Moe FP8 failures are unrelated." - }, - { - "left": "issue:43782", - "right": "issue:44960", - "accept": false, - "reason": "Qwen3VL weight-only loading error and a generic GLM5 issue are not the same bug." + "reason": "Gemma3 ZeRO-3 index error and Qwen3 MoE fine-grained FP8 failure are unrelated." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram-not-implemented and Gemma4 PLE device mismatch are different backend/device issues." + "reason": "MPS histogram for Int and Gemma4 PLE device mismatch are different device/runtime bugs." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "GLM-4V load failure and Molmo missing tied-weights metadata are separate model-specific bugs." + "reason": "glm-4v-9b loading failure and Molmo tied-weights attribute error are unrelated loading bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly treats the cluster as mostly unrelated issues and identifies the 43950/44534/45902 non-persistent-buffer regression set. The soft-edge verdicts are generally conservative and do not overstate duplicates or shared root causes. No PR pairs are present to evaluate." + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are generally conservative. The accepted pairs are plausible duplicate links based on the issue titles and framing, especially the v5 non-persistent-buffer regression cluster around issue:43950." }, "evaluator_used": true, "retried": false, @@ -1210,10 +1271,10 @@ "review_unit_count": 48, "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-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ "issue:24643", "issue:30064", @@ -1228,6 +1289,7 @@ "issue:43404", "issue:43638", "issue:43742", + "issue:43782", "issue:43792", "issue:43824", "issue:43827", @@ -1249,19 +1311,17 @@ "issue:44805", "issue:44863", "issue:44928", + "issue:44960", "issue:44991", "issue:45020", "issue:45081", "issue:45305", "issue:45313", - "issue:45325", "issue:45356", "issue:45399", "issue:45538", "issue:45588", - "issue:45663", "issue:45823", - "issue:45902", "issue:45923" ], "soft_pairs": [ @@ -1271,6 +1331,7 @@ "issue:44661|issue:45020", "issue:44991|issue:45399", "issue:43828|issue:45823", + "issue:43782|issue:44960", "issue:45081|issue:45399", "issue:43827|issue:44509", "issue:45020|issue:45356", @@ -1278,223 +1339,221 @@ "issue:43742|issue:45399", "issue:42915|issue:45020", "issue:43638|issue:45823", - "issue:43257|issue:43866", "issue:43792|issue:44220", + "issue:43257|issue:43866", "issue:43872|issue:44291", "issue:42915|issue:43872", "issue:43940|issue:45313", "issue:43854|issue:44863", "issue:41553|issue:44991", - "issue:36331|issue:41093", "issue:42947|issue:45923", - "issue:43257|issue:45305", + "issue:36331|issue:41093", "issue:44928|issue:45588", + "issue:43257|issue:45305", "issue:43872|issue:45538", "issue:41093|issue:44805", "issue:44479|issue:44560", "issue:44530|issue:44863", "issue:41553|issue:44488", "issue:24643|issue:30064", - "issue:45325|issue:45902", - "issue:43366|issue:43828", - "issue:45663|issue:45823" + "issue:43366|issue:43828" ], - "prepared_review_unit_hash": "d4f3dde9348ab413dedfc35f0fec6be4c4948b82a7ff810e3c23e51dec82e8e5", + "prepared_review_unit_hash": "1d8c58a91588502401ebf3b0713936858d888cf9f9a47308d69c81a6d05fb77d", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 38122, - "estimated_input_tokens": 9531, - "estimated_eval_tokens": 19318 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 37045, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are unrelated, but there are a few clear duplicates around docs cleanup, `_is_hf_initialized`/`init_empty_weights`, Whisper fbank extraction, and a likely shared Qwen video-input regression.", - "confidence": 0.72, - "canonical_issue_reason": "issue:44479 is the broadest high-signal bug report in the set: it names the shared v5.3.0 video-input regression and the affected Qwen families, so it is the best anchor for the video-model duplicate cluster.", + "summary": "This cluster is mostly heterogeneous, but there are a few true duplicate subgroups: docs about removed pipeline tasks, the same mask-shape IndexError, the `_is_hf_initialized` model-loading regression, and likely the Qwen3 video-input regression. Most other pairs are clearly different bugs or too broad to merge.", + "confidence": 0.69, + "canonical_issue_reason": "No single cluster-wide canonical issue: the set splits into several unrelated bug families. If a representative is needed, issue 43827 is the cleanest early anchor for the docs-removal subgroup.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest representative issue overall because it is explicit about the regression, version, and affected models, making it the most useful triage anchor.", + "best_issue_reason": "No single global best issue for the whole cluster for the same reason; 43827 is the strongest representative only for the docs-cleanup subgroup.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Related Qwen/LoRA wording, but the failures differ: one is a hf4.x\u2192hf5.x compatibility break, the other is a tie_word_embeddings warning." + "reason": "Related Qwen3/MoE/LoRA context, but these are different problems: version compatibility vs a warning about tie_word_embeddings." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Different problems: missing `Qwen2_5_VLForConditionalGeneration` import vs bitsandbytes `_is_hf_initialized` constructor incompatibility." + "reason": "Different failures: Qwen2.5-VL import error vs bitsandbytes `_is_hf_initialized` constructor incompatibility." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Both are model-loading regressions, but they affect different code paths (`remote_code` vs Gemma4 PLE device placement)." + "reason": "Both are recent model-loading/runtime regressions, but the concrete bugs differ: remote_code handling vs Gemma4 PLE device placement." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "`add-new-model-like` tokenizer mapping bug is unrelated to the broad `remote_code` regression." + "reason": "Tokenizer-mapping helper failure is not the same as the broader remote_code regression." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Different subsystems and symptoms: tokenizer loading for `est-roberta` vs flash-attn fallback gating." + "reason": "Tokenizer loading for a specific model is unrelated to the flash-attn fallback gating bug." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Different runtime failures: autocast dtype mismatch vs Gemma4 PLE device mismatch." + "reason": "Different concrete code paths: autocast dtype mismatch in Phi MoE vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and error modes; no clear shared underlying bug." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex crash is unrelated to flash-attn fallback checks." + "reason": "Mistral tokenizer regex crash is unrelated to the flash-attn fallback checks." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs cleanup: both say removed v5 pipeline tasks are still referenced in documentation." + "reason": "Same docs cleanup: both report stale references to removed pipeline tasks in v5." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer/model regressions; no shared code path is evident." + "reason": "General remote_code breakage is not the same as the Kimi-K2.5 tokenizer regression." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "One is a tied-weights bug in Mistral3; the other is a `from_pretrained()` buffer-materialization regression." + "reason": "Different bugs: tied lm_head in Mistral3 vs silent corruption of non-persistent buffers." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "Different loading failures for different models; no common bug is shown." + "reason": "MobileLLM loading key error is unrelated to flash-attn fallback gating." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "Qwen3 MOE + FineGrainedFP8Config failure is separate from the remote_code regression." + "reason": "Both touch loading/runtime behavior, but the Qwen3 MoE weight-conversion issue is distinct from the remote_code regression." }, { "left": "issue:43638", "right": "issue:45823", "accept": false, - "reason": "Different training/runtime paths: DeepSpeed ZeRO-3 on non-pretrained Bert vs Gemma4 PLE device mismatch." + "reason": "Zero-3 index-out-of-bounds in BERT is unrelated to Gemma4 PLE device placement." }, { - "left": "issue:43257", - "right": "issue:43866", + "left": "issue:43792", + "right": "issue:44220", "accept": false, - "reason": "Qwen3 MOE weight-conversion issue is unrelated to the Ovis2 checkpoint corruption report." + "reason": "Whisper runtime failure and `_torch_extract_fbank_features()` are plausibly related, but the titles do not show the same concrete bug." }, { - "left": "issue:43792", - "right": "issue:44220", - "accept": true, - "reason": "Both point to the Whisper fbank feature-extraction path; 44220 names the concrete helper behind the model failure." + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight-loading failure and Ovis2 checkpoint corruption are different issues." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same `_is_hf_initialized` unexpected-argument regression during model loading / `init_empty_weights` materialization." + "reason": "Same unexpected `_is_hf_initialized` keyword regression during model loading / empty-weights initialization." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Both are loading/training issues, but they concern different model families and different failure modes." + "reason": "Both involve loading regressions, but they are different concrete failures and would not be fixed by one PR." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both mention DeepSpeed and Qwen, but one is ZeRO-3 weight loading and the other is language_model weight loading for Qwen3.5." + "reason": "Qwen3-Next ZeRO-3 missing weights and Qwen3.5 ZeRO-3 language_model loading failure are related themes but not the same bug." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading bugs: GLM-4.7-Flash test failure vs NemotronH checkpoint loading." + "reason": "GLM-4.7 test-load issue and NemotronH checkpoint loading are different model-specific problems." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer issues affecting different models; no shared underlying bug is clear." - }, - { - "left": "issue:36331", - "right": "issue:41093", - "accept": false, - "reason": "Different trainer API breakage vs tensor-mask shape mismatch." + "reason": "Bad tokenizer error message for Voxtral is not the same as a hard tokenizer-loading failure for est-roberta." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing behavior on PEFT LoRA is unrelated to a missing `supports_gradient_checkpointing` flag." + "reason": "Gradient checkpointing not taking effect in PEFT LoRA is different from a missing supports_gradient_checkpointing flag on a remote-code model." }, { - "left": "issue:43257", - "right": "issue:45305", + "left": "issue:36331", + "right": "issue:41093", "accept": false, - "reason": "Different DeepSpeed-related failures: MOE weight conversion vs gradient averaging with GAS and loss kwargs." + "reason": "Unexpected compute_loss kwarg is unrelated to the mask-shape IndexError." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF gradient explosion from Qwen3.5 SDPA/BF16 behavior is unrelated to the flash_attention.py `s_aux=None` crash." + "reason": "RLHF gradient explosion from 3D position ids is unrelated to the flash-attention s_aux=None crash." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve Qwen3 and DeepSpeed, but one is weight conversion/loading and the other is gradient averaging with loss kwargs." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "`model_max_length` on CLIPTokenizer is unrelated to the `_is_hf_initialized` loading regression." + "reason": "Unexpected `_is_hf_initialized` loading error is unrelated to CLIPTokenizer's max-length sentinel value." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "Same general error text, but no shared model, repro, or code path is explicit enough to call them duplicates." + "accept": true, + "reason": "Same IndexError shape-mismatch symptom; these look like duplicate reports of the same underlying indexing bug." }, { "left": "issue:44479", "right": "issue:44560", "accept": true, - "reason": "Likely the same v5.3.0 video-input regression in the Qwen video stack; 44560 is a specific symptom of the broader bug in 44479." - }, - { - "left": "issue:44530", - "right": "issue:44863", - "accept": false, - "reason": "PagedAttentionCache `linear_attention` crash and NemotronH checkpoint loading are different failures." + "reason": "Both describe the 5.3.0 video-input regression in Qwen3-family VLMs, with one being a specific manifestation." }, { "left": "issue:41553", @@ -1506,31 +1565,19 @@ "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Training with DeepSpeed `weight must be 2-D` and void segmentation map processing are unrelated." + "reason": "DeepSpeed training weight-dimension error and void segmentation-map processing are unrelated." }, { - "left": "issue:45325", - "right": "issue:45902", + "left": "issue:43366", + "right": "issue:43828", "accept": false, - "reason": "Both involve rotary/position-related internals, but the bugs are different (`tokens_per_second` scaling vs uninitialized `inv_freq` after materialization)." - }, - { - "left": "issue:43366", - "right": "issue:43828", - "accept": false, - "reason": "GGUF `gpt-oss` support and Phi-tiny-MoE autocast dtype mismatch are unrelated issues." - }, - { - "left": "issue:45663", - "right": "issue:45823", - "accept": false, - "reason": "Both are Gemma4-related, but one is an FSDP2 `KeyError` in attention and the other is a `device_map=\"auto\"` device mismatch." + "reason": "GGUF architecture support and an autocast dtype mismatch are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is mostly conservative and grounded in the packet. The accepted duplicate pairs are well supported by the issue titles, especially the docs cleanup, `_is_hf_initialized`/`init_empty_weights`, Whisper fbank, and the Qwen video regression. The rejected pairs also stay appropriately cautious. No clear overstatement stands out." + "feedback": "The summary is conservative and grounded in the packet. The accepted soft pairs are plausible duplicates or near-duplicates, and the rejected pairs are mostly clearly different bug families. No obvious overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -1546,10 +1593,10 @@ "review_unit_count": 48, "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-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ "issue:36010", "issue:38175", @@ -1571,8 +1618,6 @@ "issue:43708", "issue:43720", "issue:43824", - "issue:43854", - "issue:43931", "issue:43950", "issue:43957", "issue:43994", @@ -1594,216 +1639,267 @@ "issue:45030", "issue:45276", "issue:45313", + "issue:45325", "issue:45357", "issue:45584", + "issue:45663", "issue:45823", - "issue:45834" + "issue:45834", + "issue:45902" ], "soft_pairs": [ - "issue:44155|issue:45584", + "issue:45325|issue:45902", + "issue:45663|issue:45823", "issue:43366|issue:43531", "issue:43950|issue:45834", "issue:43550|issue:44910", - "issue:43824|issue:43957", - "issue:42915|issue:43957", - "issue:43645|issue:43646", "issue:43366|issue:44589", + "issue:43645|issue:43646", "issue:44560|issue:44918", + "issue:42915|issue:43957", + "issue:43824|issue:43957", "issue:42617|issue:43366", "issue:36010|issue:42915", "issue:44661|issue:45823", "issue:38175|issue:43994", "issue:43632|issue:45834", "issue:44560|issue:44805", + "issue:44155|issue:45584", "issue:43638|issue:44661", "issue:43596|issue:44661", "issue:44661|issue:44805", "issue:44877|issue:45030", "issue:43317|issue:44756", "issue:38175|issue:39692", - "issue:43644|issue:44534", "issue:42491|issue:43720", "issue:44960|issue:44977", "issue:45313|issue:45357", - "issue:41720|issue:42915", "issue:44451|issue:44488", - "issue:42915|issue:44756", + "issue:43644|issue:44534", + "issue:41720|issue:42915", "issue:42491|issue:45276", - "issue:43708|issue:44075", - "issue:43854|issue:43931" + "issue:43708|issue:44075" ], - "prepared_review_unit_hash": "06fe5128cf1a98f11c54984643f8fa0a7f5c91416c79bf4e3a7da56588199613", + "prepared_review_unit_hash": "53ca2baa3b9458c317ed2f4626d796ce3c2fcc185e9c9e46d8fc18b08e536ff4", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36270, - "estimated_input_tokens": 9068, - "estimated_eval_tokens": 18392 + "serialized_chars": 36979, + "estimated_input_tokens": 9245, + "estimated_eval_tokens": 18746 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated issues. The only clear duplicate-style pairs are the Transformers v5 custom model init reports, the SigLIP2 bad-output reports, and the non-persistent buffer corruption regression reports. No PRs are present.", + "summary": "The cluster is mostly a mix of unrelated issue groups. The only clear duplicate sets are around custom model initialization, non-persistent buffer regression, a BERT model-loading regression, and a couple of model-specific loading/output regressions.", "confidence": 0.78, - "canonical_issue_reason": "issue:43644 is the best canonical issue: it is an early, clearly scoped regression report with broad wording and related inbound attention, making it a good anchor for the duplicate buffer-corruption reports.", + "canonical_issue_reason": "issue:43646 is the clearest broad regression title and best represents the custom-model initialization duplicate set; it is more general than the notebook-specific wording in issue:43645.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest global issue candidate because it describes a concrete, repeatable Transformers v5 regression in a way that is broad enough to absorb the matching duplicate report.", + "best_issue_reason": "issue:43646 is the strongest standalone issue candidate because it states the underlying bug most generally and cleanly.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44155", - "right": "issue:45584", + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different models and different bugs: Qwen2.5-VL rope indexing vs Qwen3.5-MoE rotary embedding initialization." + }, + { + "left": "issue:45663", + "right": "issue:45823", "accept": false, - "reason": "Different problems and models: AudioFlamingo3 batched track leakage vs Whisper empty-transcription generation failure." + "reason": "Both are Gemma-4, but one is an FSDP2 KeyError and the other is a device_map forward mismatch; not the same bug." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Unrelated topics: GGUF gpt-oss architecture support vs Qwen3-MoE sliding_window behavior." + "reason": "GGUF/gpt-oss support and Qwen3-MoE sliding_window are unrelated changes." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Different concrete bugs: non-persistent buffer corruption vs Kosmos2.5 long-OCR index error." + "reason": "Non-persistent buffer corruption and Kosmos2.5 long-OCR indexing are different failure modes." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different code paths: torch.compile+SDPA on Bamba vs Flash Attention crash from Qwen3.5 3D position_ids handling." + "reason": "Different code paths: Bamba torch.compile+SDPA vs Qwen3.5 FlashAttention position_ids handling." }, { - "left": "issue:43824", - "right": "issue:43957", - "accept": false, - "reason": "One is an import/export issue, the other is a meta-device loading regression; not the same bug." - }, - { - "left": "issue:42915", - "right": "issue:43957", + "left": "issue:43366", + "right": "issue:44589", "accept": false, - "reason": "Both are load/runtime failures, but they affect different mechanisms: FineGrainedFP8Config vs torch.device(\"meta\") loading." + "reason": "Architecture support for gpt-oss and a Float8 storage TypeError are not the same issue." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same Transformers v5 custom-model initialization regression; the notebook-specific report is just a narrower manifestation of the general bug." + "reason": "Same underlying regression: custom model initialization breaks in Transformers 5.0.0; the notebook wording is just a narrower variant." }, { - "left": "issue:43366", - "right": "issue:44589", + "left": "issue:44560", + "right": "issue:44918", "accept": false, - "reason": "GGUF gpt-oss support and missing Float8 storage are unrelated issues." + "reason": "Qwen3-vl video StopIteration and Qwen3.5 embedding unpacking in TRL are different bugs." }, { - "left": "issue:44560", - "right": "issue:44918", + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 failure and meta-device loading failures are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43957", "accept": false, - "reason": "Different failures in different stacks: Qwen3-VL video StopIteration vs TRL SFT embedding unpacking." + "reason": "An import error for Qwen2.5-VL is not the same as a meta-device loading regression." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "No shared underlying bug; running 3d_parallel.py is unrelated to GGUF model architecture support." + "reason": "3D parallel execution failure and GGUF model support are unrelated." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin and Qwen3Moe FP8 failure are different code paths." + "reason": "GenerationMixin import breakage and Qwen3Moe FP8 failure are different problems." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping model-addition failure vs Gemma4 device-mismatch forward bug; not the same issue." + "reason": "Tokenizer-mapping failure and Gemma4 device mismatch are separate bugs." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 model regression: one report shows zero probabilities, the other nonsensical AutoModel/pipeline outputs." + "reason": "Same underlying SigLIP2 bad-output regression for the same model; the titles describe the same symptom in different words." }, { "left": "issue:43632", - "right": "issue:44534", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression and Kosmos2.5 OCR indexing are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and code paths: video StopIteration vs mask/tensor shape mismatch." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batched-track leakage and Whisper empty-transcription handling are not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Deepspeed zero3 Bert initialization and add-new-model-like/tokenizer mapping are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Same as above: a zero3/Bert IndexError is not the tokenizer-mapping failure." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping error and mask shape mismatch are different issues." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": true, + "reason": "Both report stricter config validation preventing model/config loading; they look like the same regression expressed with different example configs." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Device-map offload loading and mmap OOM on Strix Halo are different problems." + }, + { + "left": "issue:38175", + "right": "issue:39692", "accept": false, - "reason": "Both are Transformers v5 regressions, but they concern different bugs: _is_hf_initialized vs non-persistent buffer contents." + "reason": "Both mention SigLIP2, but one is an output regression and the other is a docs/example problem with model/processor mismatch plus quantization failure." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3-MoE LoRA hf4.x/hf5.x compatibility and BitNet packed-weight loading are unrelated." + "reason": "Qwen3-MoE LoRA compatibility and BitNet packed-weight loading are unrelated." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and symptoms: GLM5 issue title is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "GLM5 and Qwen3.5 flash-attention failures are different model-specific bugs." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "DeepSpeed ZeRO-3 language_model weight loading and incorrect visual-encoder save_pretrained keys are distinct bugs." - }, - { - "left": "issue:41720", - "right": "issue:42915", - "accept": false, - "reason": "Auto device-mapping cudaErrorAssert on A800 is not the same as the FineGrainedFP8Config failure." + "reason": "ZeRO-3 weight loading for language_model and save_pretrained visual-key corruption are different code paths." }, { "left": "issue:44451", "right": "issue:44488", - "accept": false, - "reason": "Both are model-loading complaints, but the titles point to different checkpoints and do not establish the same concrete failure mode." + "accept": true, + "reason": "Both are model-loading regressions for different BERT checkpoints and appear to stem from the same underlying loading bug." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Exact same regression: Transformers v5 fills non-persistent buffers with junk." + "reason": "These are the same non-persistent-buffer corruption regression; the titles are near-paraphrases." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Auto device mapping cuda assert and FineGrainedFP8Config failure are unrelated." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Qwen3-MoE LoRA incompatibility is unrelated to gemma4 token-embedding resize behavior." + "reason": "Qwen3-MoE LoRA compatibility and Gemma4 resize_token_embeddings behavior are different bugs." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint-resume max_steps bug and optimizer SGD args not being used are different training issues." - }, - { - "left": "issue:43854", - "right": "issue:43931", - "accept": false, - "reason": "Different model-loading failures for different models; no evidence they share the same underlying bug." + "reason": "Checkpoint resume max_steps math and SGD args not being used are unrelated trainer/optimizer issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet metadata and stays conservative overall. The rejected soft pairs are reasonably treated as unrelated or insufficiently evidenced, and the three accepted pairs are the strongest duplicate-style matches visible from the titles. No PRs are present." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted duplicate pairs are plausible from the titles alone, and the rejected pairs are appropriately cautious. Canonicalizing issue:43646 over issue:43645 is also reasonable because it is the broader title." }, "evaluator_used": true, "retried": false, @@ -1822,13 +1918,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ "issue:36010", "issue:39404", "issue:39692", - "issue:41720", "issue:42491", + "issue:42915", "issue:42947", "issue:43257", "issue:43335", @@ -1874,276 +1970,273 @@ "issue:46050" ], "soft_pairs": [ + "issue:43854|issue:43931", + "issue:42915|issue:44756", "issue:45488|issue:45812", "issue:39692|issue:43994", "issue:43257|issue:43854", - "issue:44488|issue:44991", - "issue:43644|issue:43645", "issue:43856|issue:43873", - "issue:45362|issue:45406", "issue:42491|issue:43931", + "issue:43644|issue:43645", "issue:43856|issue:44387", - "issue:44960|issue:46050", "issue:44910|issue:45588", "issue:42491|issue:45292", - "issue:44164|issue:44291", + "issue:45362|issue:45406", + "issue:44488|issue:44991", "issue:45276|issue:45335", "issue:36010|issue:39404", + "issue:44164|issue:44291", "issue:43404|issue:43454", - "issue:41720|issue:44155", "issue:43425|issue:43957", "issue:44402|issue:44488", "issue:39692|issue:44960", "issue:42947|issue:45704", "issue:45663|issue:45759", - "issue:43873|issue:44387", "issue:43335|issue:45663", - "issue:44291|issue:44756", "issue:45663|issue:45859", + "issue:43873|issue:44387", "issue:44155|issue:45823", + "issue:44291|issue:44756", + "issue:44960|issue:46050", "issue:44292|issue:44912", - "issue:44387|issue:44756", "issue:43854|issue:45216", - "issue:43957|issue:44756", + "issue:44387|issue:44756", "issue:45276|issue:45292", "issue:45684|issue:45698" ], - "prepared_review_unit_hash": "dc57e8c79c329815865dc8f628bf516bf3315ebf6084b7ed89e088d4c0e19d3d", + "prepared_review_unit_hash": "31da5553bf7546f0369397bb0f7d36b8328e025d5cf6d029296bb4e5d23c5287", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37754, - "estimated_input_tokens": 9439, - "estimated_eval_tokens": 19134 + "serialized_chars": 37727, + "estimated_input_tokens": 9432, + "estimated_eval_tokens": 19120 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformers bug reports with only one strong near-duplicate family around `resize_token_embeddings` not propagating to tied/composite embeddings. Most soft pairs are related only by broad subsystem or version regression, not the same concrete bug.", - "confidence": 0.56, - "canonical_issue_reason": "issue:45276 is the clearest representative of the only tight duplicate family here: it describes `resize_token_embeddings` failing to update downstream embeddings in a composite model, with explicit affected submodules and some inbound reference signal.", + "summary": "This is a loose thematic bucket of Transformers regressions (model loading, tokenizer handling, quantization, save/load, offloading), not a set of true duplicates. None of the soft pairs look close enough to merge into one issue or one PR.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45276 is the best cluster representative because it is concrete, well-scoped, and the closest anchor for the resize-token-embedding duplicate family.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45488", - "right": "issue:45812", + "left": "issue:43854", + "right": "issue:43931", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes (`LlamaTokenizer` pre-tokenizer override vs Granite token IDs)." + "reason": "Both are load failures, but they involve different models and different symptoms (unit-test loading vs weight-shape mismatch)." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:42915", + "right": "issue:44756", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs/example mismatch plus quantization failure while the other is a runtime/model-output issue in AutoModel/pipeline." + "reason": "One is Qwen3Moe FP8 config failure; the other is a Strix Halo mmap/OOM workaround. Only broad memory/infra overlap." }, { - "left": "issue:43257", - "right": "issue:43854", + "left": "issue:45488", + "right": "issue:45812", "accept": false, - "reason": "Different models and different bugs: Qwen3 MoE weight conversion with accelerate/deepspeed vs GLM-4.7-Flash loading in tests." + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenizer paths." }, { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Both are tokenizer/model loading complaints, but they target different models and likely different root causes." + "reason": "Same SigLIP2 family, but one is a broken docs example and the other is bad model/pipeline outputs; not the same bug." }, { - "left": "issue:43644", - "right": "issue:43645", + "left": "issue:43257", + "right": "issue:43854", "accept": false, - "reason": "One is about junk-filled non-persistent buffers; the other is about custom-model initialization in Jupyter. Same version, different code-paths." + "reason": "Different models and different failure modes; only a broad loading/compatibility theme." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "One is training-time MoE memory usage, the other is offloading behavior under quantization. Related theme, not the same bug." - }, - { - "left": "issue:45362", - "right": "issue:45406", - "accept": false, - "reason": "Different failures in different components: Qwen3.5 chat crash vs Gemma4Processor missing `_tokenizer` in serve." + "reason": "Both mention memory/quantization, but one is training-memory inefficiency and the other is offloading misbehavior." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Both involve model loading, but one is a LoRA hf4.x/hf5.x compatibility issue and the other is a Qwen3-VL shape-mismatch problem." + "reason": "Different Qwen-related issues: LoRA compatibility across versions vs a specific VL model loading mismatch." }, { - "left": "issue:43856", - "right": "issue:44387", + "left": "issue:43644", + "right": "issue:43645", "accept": false, - "reason": "Different resource problems: Qwen3 MoE training memory inefficiency vs int4 quantization causing higher CUDA reserved memory and OOM." + "reason": "Both are Transformers 5.0 regressions, but one is non-persistent buffer initialization and the other is Jupyter custom-model initialization." }, { - "left": "issue:44960", - "right": "issue:46050", + "left": "issue:43856", + "right": "issue:44387", "accept": false, - "reason": "Different save/load issues on different models; too broad to be the same concrete bug." + "reason": "Both concern memory, but one is Qwen3 MoE training efficiency and the other is int4 quantization reserved-memory growth." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch attention kernels, but one is a Qwen3.5 3D position_ids misinterpretation crash and the other is an `s_aux=None` attribute error." + "reason": "Both involve flash attention, but one is a Qwen3.5 packed-sequence crash and the other is an AttributeError on sink-less models." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA hf4.x/hf5.x incompatibility is unrelated to `resize_token_embeddings` not updating output embeddings." + "reason": "Different problems: LoRA model portability across branches versus resize_token_embeddings not updating outputs." }, { - "left": "issue:44164", - "right": "issue:44291", + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different components and failures: chat crash on Qwen3.5-35B vs Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "One is about `extra_state` handling in save/from_pretrained; the other is a meta-init argument regression. Different initialization/saving paths." + "reason": "Both are tokenizer/model-load complaints, but they hit different models and likely different tokenizer metadata issues." }, { "left": "issue:45276", "right": "issue:45335", - "accept": true, - "reason": "Both report the same `resize_token_embeddings` propagation bug: the API updates one embedding path but leaves tied/composite embeddings stale in different model subclasses." + "accept": false, + "reason": "Very similar wording, but the affected architectures and embedding targets differ; not enough evidence of one shared root bug." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Import error for `GenerationMixin` and Whisper `return_language` pipeline regression are unrelated." + "reason": "ImportError for GenerationMixin is unrelated to the Whisper return_language pipeline regression." }, { - "left": "issue:43404", - "right": "issue:43454", + "left": "issue:44164", + "right": "issue:44291", "accept": false, - "reason": "Both are weight-tying bugs, but they affect different model classes and different tied parameters (`lm_head` vs broader generation path)." + "reason": "Both touch model loading/saving, but extra_state handling and init_empty_weights/_is_hf_initialized are distinct code paths." }, { - "left": "issue:41720", - "right": "issue:44155", + "left": "issue:43404", + "right": "issue:43454", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and AudioFlamingo3 embedding/token leak are different bugs." + "reason": "Both are weight-tying bugs, but in different model classes and with different breakage surfaces." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch 2.10 compatibility and `torch.device('meta')` loading regressions are distinct issues." + "reason": "Torch version incompatibility and meta-device loading breakage are separate regressions." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab-size mismatch vs a separate model-loading failure for `cjvt/sleng-bert`; not the same defect." + "reason": "Tokenizer vocab inconsistency is not the same as a model failing to load in current version." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 doc/example issues are unrelated to GLM5 model-loading behavior." + "reason": "SigLIP2 docs/model issues are unrelated to the generic GLM5 issue." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the apex FusedRMSNorm memory leak." + "reason": "Gradient checkpointing with LoRA and an apex RMSNorm memory leak are unrelated." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 attention state reconstruction and Qwen3.5 multimodal `from_config` unwrapping are different code paths." - }, - { - "left": "issue:43873", - "right": "issue:44387", - "accept": false, - "reason": "Offloading/quantization behavior and int4 reserved-memory OOM are related only at a high level, not the same concrete bug." + "reason": "Different composite-model bugs: FSDP2 attention state vs from_config not unwrapping text_config." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Sparse layer creation in SwitchTransformers is unrelated to Gemma4 FSDP2 attention state handling." + "reason": "Sparse-layer creation in SwitchTransformers is unrelated to Gemma4 FSDP2 attention state handling." }, { - "left": "issue:44291", - "right": "issue:44756", + "left": "issue:45663", + "right": "issue:45859", "accept": false, - "reason": "Meta-init argument handling and mmap/Strix Halo OOM are different loading/runtime problems." + "reason": "Different Gemma/Qwen offload bugs with different failing functions and causes." }, { - "left": "issue:45663", - "right": "issue:45859", + "left": "issue:43873", + "right": "issue:44387", "accept": false, - "reason": "Gemma4 FSDP2 attention state and Qwen3.5 MoE CPU-offload rotary embedding incompatibility are unrelated." + "reason": "Both involve offloading/quantization performance, but one is generic offloading behavior and the other is a reserved-memory/OOM regression." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batch token leak and Gemma4 PLE device mismatch are different model-specific bugs." + "reason": "AudioFlamingo3 batched inference leak is unrelated to Gemma4 PLE device placement." }, { - "left": "issue:44292", - "right": "issue:44912", + "left": "issue:44291", + "right": "issue:44756", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and MXFP4 load fallback are different quantization issues." + "reason": "Unexpected init arg during meta loading and disabling mmap for Strix Halo are unrelated fixes." }, { - "left": "issue:44387", - "right": "issue:44756", + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different models and different persistence bugs; one is GLM5, the other is sinq quantized save/load." + }, + { + "left": "issue:44292", + "right": "issue:44912", "accept": false, - "reason": "Int4 quantization OOM and mmap-on-Strix-Halo OOM are both memory issues but not the same underlying bug." + "reason": "Both are quantization issues, but NVFP4 load failure and MXFP4 fallback to bf16 are not the same bug." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash test loading failure and Qwen3.5 save_pretrained regression are unrelated." + "reason": "Both are model correctness/load regressions, but they concern different models and different APIs." }, { - "left": "issue:43957", + "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regressions and Strix Halo mmap OOM are different failure modes." + "reason": "OOM under int4 quantization and disabling mmap on Strix Halo are different memory issues." }, { "left": "issue:45276", "right": "issue:45292", "accept": false, - "reason": "Both are about `resize_token_embeddings`, but the affected fields and model structures differ enough that this is not clearly the same concrete bug." + "reason": "Closely related wording, but the model-specific embedding targets differ and there is no clear shared failing code path." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "One is about permission propagation during `save_pretrained`; the other is loading the wrong custom module after save. Different defects in the save/load stack." + "reason": "Both are save_pretrained-related, but one is file permission propagation and the other is wrong custom-module loading after save/load." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the only accepted soft pair (issue:45276 \u2194 issue:45335) is well supported by the titles as a resize_token_embeddings propagation bug. The other soft-edge rejections stay conservative and do not overstate duplicate evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -2155,13 +2248,14 @@ "review_unit_count": 48, "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-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ "issue:36032", "issue:39404", + "issue:41720", "issue:42947", "issue:43257", "issue:43299", @@ -2181,6 +2275,7 @@ "issue:43957", "issue:43994", "issue:44079", + "issue:44155", "issue:44164", "issue:44265", "issue:44402", @@ -2189,7 +2284,6 @@ "issue:44509", "issue:44530", "issue:44589", - "issue:44671", "issue:44683", "issue:44756", "issue:44805", @@ -2199,7 +2293,6 @@ "issue:44912", "issue:44918", "issue:44928", - "issue:44991", "issue:45084", "issue:45292", "issue:45335", @@ -2211,139 +2304,151 @@ ], "soft_pairs": [ "issue:43381|issue:44928", - "issue:44164|issue:44756", "issue:42947|issue:43381", + "issue:44164|issue:44756", "issue:44479|issue:44877", - "issue:43646|issue:43708", + "issue:41720|issue:44155", "issue:45588|issue:45663", + "issue:43957|issue:44756", + "issue:43646|issue:43708", "issue:45292|issue:45335", - "issue:43645|issue:44164", "issue:43828|issue:43957", "issue:44402|issue:44451", - "issue:43257|issue:44863", + "issue:43645|issue:44164", "issue:43425|issue:43828", + "issue:43257|issue:44863", "issue:44683|issue:45823", "issue:44589|issue:44756", - "issue:39404|issue:45701", "issue:43425|issue:45823", "issue:43906|issue:44530", "issue:43425|issue:43716", "issue:43611|issue:43645", + "issue:39404|issue:45701", "issue:44530|issue:45084", "issue:43901|issue:44509", - "issue:39404|issue:44912", "issue:44265|issue:44898", + "issue:39404|issue:44912", "issue:44479|issue:44805", - "issue:43994|issue:44079", - "issue:43299|issue:43931", "issue:43425|issue:44918", - "issue:39404|issue:44671", "issue:44589|issue:45084", + "issue:43299|issue:43931", "issue:43596|issue:44683", "issue:44164|issue:45759", - "issue:36032|issue:43452", - "issue:44671|issue:44991" + "issue:43994|issue:44079", + "issue:36032|issue:43452" ], - "prepared_review_unit_hash": "8596becec0fca2058dfa1daceb6802662b6494af0fec9773f1039f20f5cc4705", + "prepared_review_unit_hash": "4696607f846c4c52879baddee89bafacd6faca021eaec703c22cef37578d92f7", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37675, - "estimated_input_tokens": 9419, - "estimated_eval_tokens": 19094 + "serialized_chars": 37722, + "estimated_input_tokens": 9431, + "estimated_eval_tokens": 19118 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers issues, with one credible duplicate pair around `resize_token_embeddings` not updating tied embeddings. Most other soft edges are broad thematic similarities rather than the same underlying bug.", - "confidence": 0.64, - "canonical_issue_reason": "`issue:43611` is the broadest representative of the recurring v5 model-loading regression theme in this set, even though the cluster is not a tight duplicate group.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions. The only clear duplicate pair is the resize_token_embeddings/output-embedding bug (generic vs t5gemma-specific). No PRs are present.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45292 is the best canonical issue because it states the broad, underlying bug generically: resize_token_embeddings does not propagate to output embeddings. issue:45335 looks like a narrower model-specific instance of the same problem.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:43611` best matches the dominant pattern here: a general Transformers v5 loading breakage that is more central than the highly model-specific reports.", + "best_issue_reason": "issue:45292 is the strongest representative of the only true duplicate pair in the cluster and is broader than the t5gemma-specific report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Both involve training-related behavior, but one is an eval-mode checkpointing restriction and the other is an RLHF NaN/SDPA fallback issue; different bugs." + "reason": "Both mention gradient checkpointing/Qwen3.5, but the failures are different: eval-mode restriction vs RLHF NaN from 3D position_ids/SDPA fallback." }, { - "left": "issue:44164", - "right": "issue:44756", + "left": "issue:42947", + "right": "issue:43381", "accept": false, - "reason": "`extra_state` save/load handling and Strix Halo mmap OOM are unrelated failure modes." + "reason": "Related theme, but one is LoRA + gradient checkpointing being ineffective and the other is gradient checkpointing being disallowed in eval mode; different bugs." }, { - "left": "issue:42947", - "right": "issue:43381", + "left": "issue:44164", + "right": "issue:44756", "accept": false, - "reason": "Both mention gradient checkpointing, but one is LoRA effectiveness and the other is eval-mode compatibility; not the same code-path problem." + "reason": "save/from_pretrained extra_state handling and disabling mmap for Strix Halo OOM are unrelated issues." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different models and different loading regressions: video input handling vs strict config parsing." + "reason": "Qwen video-input regression and granite_speech strict-config loading are different subsystems and symptoms." }, { - "left": "issue:43646", - "right": "issue:43708", + "left": "issue:41720", + "right": "issue:44155", "accept": false, - "reason": "Custom model init in notebooks and Trainer resume/max_steps logic are distinct issues." + "reason": "Qwen3 auto device-map cuda assert is unrelated to AudioFlamingo3 embedding/token leakage across tracks." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 `shared_kv_states` rebuilding are separate attention/training bugs." + "reason": "flash_attention s_aux=None crash and Gemma4 FSDP2 shared_kv_states KeyError are different code paths." }, { - "left": "issue:45292", - "right": "issue:45335", - "accept": true, - "reason": "Same underlying bug: `resize_token_embeddings` does not propagate to the tied output/decoder embeddings; `45335` is a model-specific reproduction." + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "meta-device loading breakage and Strix Halo mmap OOM are distinct problems." }, { - "left": "issue:43645", - "right": "issue:44164", + "left": "issue:43646", + "right": "issue:43708", "accept": false, - "reason": "Notebook custom-model initialization and `extra_state` save/load failures are unrelated." + "reason": "Custom model initialization in Transformers 5.0 and Trainer resume_from_checkpoint max_steps calculation are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings does not update the model's output embeddings, with 45335 being a t5gemma-specific instance." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Both are dtype/device mismatch reports, but they occur in different loading/execution paths and for different models." + "reason": "Autocast dtype mismatch for Phi-tiny-MoE is unrelated to meta-device loading failures." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "A tokenizer vocab-size mismatch is not the same as a model-specific load failure for ScandiBERT." + "reason": "Tokenizer vocab-size mismatch and failure to load ScandiBERT are different model-loading issues." }, { - "left": "issue:43257", - "right": "issue:44863", + "left": "issue:43645", + "right": "issue:44164", "accept": false, - "reason": "Both concern loading model checkpoints, but they involve different architectures and different root causes." + "reason": "Notebook custom-model initialization and extra_state save/load failure are not the same underlying bug." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility is too broad to be the same bug as Phi-tiny-MoE autocast dtype mismatch." + "reason": "Torch 2.10 incompatibility is too broad and distinct from the Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3 MOE conversion with accelerate+deepspeed and NemotronH checkpoint loading are different failures." }, { "left": "issue:44683", @@ -2355,127 +2460,115 @@ "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure and mmap OOM are different symptoms and code paths." - }, - { - "left": "issue:39404", - "right": "issue:45701", - "accept": false, - "reason": "Whisper pipeline `return_language` regression and tokenization changes are not the same underlying defect." + "reason": "Float8 storage deserialization and Strix Halo mmap OOM do not describe the same bug." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "A Torch 2.10 compatibility problem is not the same as a Gemma4 forward device-mismatch bug." + "reason": "A general Torch 2.10 incompatibility is not the same as Gemma4 PLE's device_map=\"auto\" forward mismatch." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of another issue and a Qwen3.5 cache crash are not clearly the same bug." + "reason": "An isolated reproduction of another issue is not enough to merge with a PagedAttentionCache linear_attention crash; the underlying bug is unclear." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Generic Torch incompatibility is unrelated to Mistral-3 image preprocessor/model dtype mismatch." + "reason": "Torch version incompatibility and Mistral-3 image-preprocessor/model dtype mismatch are different problems." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are v5-related model-loading breakages, but one is about `base_model_prefix` and the other about Jupyter custom model initialization; different causes." + "reason": "base_model_prefix loading failure and Jupyter notebook custom-model initialization differ in trigger and failure mode." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline regression and tokenization changes across versions are not the same issue." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention failure and template-node compilation error are unrelated." + "reason": "PagedAttentionCache invalid group type linear_attention is unrelated to the non-template-nodes compile error." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs problems, but they cover different pipeline APIs and different outdated references." - }, - { - "left": "issue:39404", - "right": "issue:44912", - "accept": false, - "reason": "Whisper pipeline language return and MXFP4 quantization fallback are unrelated." + "reason": "Both touch docs/pipeline wording, but they concern different removed/renamed tasks and behaviors." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "`torch.export` with `torch_compilable_check` and Perceiver interpolation behavior are different issues." - }, - { - "left": "issue:44479", - "right": "issue:44805", - "accept": false, - "reason": "Video-input regression in Qwen VL models is unrelated to a mask-shape indexing error." + "reason": "torch.export/export with torch_compilable_check and Perceiver non-default-resolution failure are different bugs." }, { - "left": "issue:43994", - "right": "issue:44079", + "left": "issue:39404", + "right": "issue:44912", "accept": false, - "reason": "Nonsensical SigLIP2 outputs and `ModelOutput` key assignment semantics are different bugs." + "reason": "Whisper pipeline return_language and MXFP4 quantization fallback on git-oss-20b are unrelated." }, { - "left": "issue:43299", - "right": "issue:43931", + "left": "issue:44479", + "right": "issue:44805", "accept": false, - "reason": "Both are Qwen3-VL loading issues, but one is a v5 dev regression for MOE models and the other is a checkpoint weight-shape mismatch for a specific model." + "reason": "A Qwen video-input regression and a generic mask shape IndexError are too different to treat as duplicates." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch compatibility and TRL SFT embedding unpacking are unrelated." + "reason": "Torch 2.10 incompatibility is not the same as Qwen3.5 input-embedding unpacking failure with TRL SFT trainer." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:44589", + "right": "issue:45084", "accept": false, - "reason": "Whisper pipeline language handling and CamemBERT masked-LM predictions are different model-specific regressions." + "reason": "Float8 storage lookup failure and compile-time non-template-node error are unrelated." }, { - "left": "issue:44589", - "right": "issue:45084", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "Float8 storage deserialization and template compilation failures are unrelated." + "reason": "Both are Qwen3-VL loading failures, but one is a dev0 regression and the other is a specific weight-shape mismatch; not enough evidence they are the same bug." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Zero3/BertModel indexing failure and compiled flex_attention on torch>=2.9 do not share the same underlying bug." + "reason": "ZeRO-3/BertModel index error and compiled flex_attention on newer torch versions are unrelated." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "`extra_state` persistence and `from_config` unwrapping of `text_config` are different loading paths." + "reason": "extra_state save/load and unwrap text_config in from_config are different model-loading/saving problems." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:43994", + "right": "issue:44079", "accept": false, - "reason": "Tokenizer method-name conflict in T5Tokenizer and gguf loading breakage are unrelated." + "reason": "Siglip2 nonsensical outputs and ModelOutput key assignment are different behaviors with no clear shared cause." }, { - "left": "issue:44671", - "right": "issue:44991", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and tokenizer loading failure for EMBEDDIA/est-roberta are different issues." + "reason": "Tokenizer method-name conflict during T5 loading and gguf_file from_pretrained breakage are separate loading issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet: most items are clearly unrelated regressions, and the one accepted soft edge (issue:45292 / issue:45335) is a plausible duplicate about `resize_token_embeddings` not updating tied embeddings. The remaining soft-edge rejections are conservative and do not overclaim sameness. The choice of issue:43611 as the broad representative of the v5 loading regressions is also defensible from the titles." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, issue:45292 vs issue:45335, is strongly supported by near-identical resize_token_embeddings wording, and the remaining soft-edge pairs are reasonably rejected as different bugs. No PRs are present, so the canonical-pr fields being null is appropriate." }, "evaluator_used": true, "retried": false, @@ -2491,10 +2584,10 @@ "review_unit_count": 48, "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-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ "issue:32090", "issue:34567", @@ -2529,6 +2622,7 @@ "issue:44488", "issue:44530", "issue:44661", + "issue:44671", "issue:44683", "issue:44737", "issue:44756", @@ -2545,22 +2639,24 @@ "issue:45987" ], "soft_pairs": [ - "issue:32090|issue:39404", + "issue:39404|issue:44671", "issue:43856|issue:44756", "issue:44991|issue:45081", - "issue:44164|issue:44479", + "issue:44671|issue:44991", "issue:44737|issue:45859", - "issue:43582|issue:43632", + "issue:32090|issue:39404", + "issue:44164|issue:44479", "issue:44661|issue:44683", "issue:44488|issue:45081", - "issue:44488|issue:44987", + "issue:43582|issue:43632", "issue:43611|issue:43644", "issue:40990|issue:43421", - "issue:44206|issue:44220", "issue:43716|issue:45084", + "issue:44206|issue:44220", + "issue:44488|issue:44987", "issue:43643|issue:44530", - "issue:36032|issue:42915", "issue:34567|issue:40444", + "issue:36032|issue:42915", "issue:44811|issue:45584", "issue:43883|issue:44488", "issue:44451|issue:44987", @@ -2572,225 +2668,215 @@ "issue:43317|issue:43482", "issue:44849|issue:45325", "issue:36032|issue:43645", - "issue:44987|issue:44991", "issue:45084|issue:45507", "issue:43262|issue:43377" ], - "prepared_review_unit_hash": "5c791e2f4460f78f4307a8de0c28555f3c58af07497fb8c7926c414a8b3085f6", + "prepared_review_unit_hash": "c4c498b8c2d1438521f7b4d8a916dd8b5d1d14a6a28a153822e43e7c47fa02d3", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36092, - "estimated_input_tokens": 9023, - "estimated_eval_tokens": 18302 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36946, + "estimated_input_tokens": 9237, + "estimated_eval_tokens": 18730 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: most soft pairs are only superficially similar and should not be merged. The only visible mini-theme is a few Transformers v5 custom-model/init regressions, but even there the titles point to different concrete failures.", - "confidence": 0.17, - "canonical_issue_reason": "No single issue cleanly represents the whole set. If forced, issue 43646 is the broadest of the v5 custom-model initialization regressions, but the cluster is too mixed for a strong canonical choice.", + "summary": "This cluster is mostly heterogeneous: many items are unrelated model-/feature-specific regressions, with only a couple of likely duplicate subpairs. The strongest coherent subcluster is around Transformers v5 custom model initialization, but there is no single perfect canonical across the whole set.", + "confidence": 0.34, + "canonical_issue_reason": "Use issue 43646 as the representative issue: it is the broadest, most generic v5 regression in the set and best fits the custom-model-initialization subcluster that also includes nearby reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the most generic representative of the small v5 custom-model init subcluster; it is broader than the more specific base_model_prefix / _is_hf_initialized / notebook variants.", + "best_issue_reason": "Issue 43646 is the best overall representative for the largest coherent subcluster; its title is generic enough to cover the related v5 initialization regressions better than the narrower symptom reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:32090", - "right": "issue:39404", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "Different subsystems and symptoms: Trainer GPU broadcast NoneType vs Whisper pipeline return_language behavior." + "reason": "Different bugs and code paths: Whisper pipeline return_language behavior vs CamemBERT masked-LM prediction quality." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Both are memory-related, but one is Qwen3 MoE training efficiency and the other is Strix Halo mmap OOM; different root causes." + "reason": "Both mention performance/memory, but one is Qwen3 MoE training inefficiency and the other is Strix Halo mmap OOM; not the same bug." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Different loading paths: tokenizer load failure for EMBEDDIA/est-roberta vs Mistral regex patch crash." + "reason": "Both are loading failures, but one is tokenizer loading for EMBEDDIA/est-roberta and the other is a Mistral regex patch crash; different root causes." }, { - "left": "issue:44164", - "right": "issue:44479", + "left": "issue:44671", + "right": "issue:44991", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to a Qwen video-input regression." + "reason": "One is incorrect MLM predictions, the other is tokenizer loading failure; no shared underlying change is evident." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both involve device/offload concerns, but XLNet CPU arange and Qwen3_5Moe CPU-offload are distinct bugs." + "reason": "Different device-placement bugs in different models: XLNet CPU arange regression vs Qwen3.5 MoE CPU-offload incompatibility." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError is unrelated to Whisper pipeline return_language regression." + }, + { + "left": "issue:44164", + "right": "issue:44479", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + "reason": "save/from_pretrained extra_state handling and video-input regression are unrelated." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizers/model-registration issue vs compiled flex_attention failure; no shared code-path." + "reason": "Tokenizer mapping feature bug vs compiled flex_attention failure on torch>=2.9; different subsystems and fixes." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Different issues: one is loading cjvt/sleng-bert, the other is a Mistral tokenizer regex patch crash." + "reason": "Both are model-loading complaints, but they target different models and different failure modes; too broad to call duplicates." }, { - "left": "issue:44488", - "right": "issue:44987", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Both are load failures, but for different models and different failure modes; not enough to treat as the same bug." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized regression." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but base_model_prefix loading and non-persistent buffer initialization are different concrete problems." + "reason": "base_model_prefix loading regression and non-persistent buffer junk are different initialization/loading issues." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on gpt-oss-20b is unrelated to runtime post-processor updates in TokenizersBackend." - }, - { - "left": "issue:44206", - "right": "issue:44220", - "accept": false, - "reason": "Both are audio-feature related, but the unsupported center arg regression is not the same bug as the generic _torch_extract_fbank_features issue." + "reason": "Perplexity regression on a model/dataset pair is unrelated to runtime special-token post-processor updates." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Multimodal dtype mismatch vs template compilation TypeError; unrelated failure paths." - }, - { - "left": "issue:43643", - "right": "issue:44530", - "accept": false, - "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache invalid group type on Qwen3.5." + "reason": "Image preprocessor dtype mismatch and template-node compilation failure are different code paths." }, { - "left": "issue:36032", - "right": "issue:42915", - "accept": false, - "reason": "Tokenizer add_special_tokens conflict is unrelated to Qwen3Moe FineGrainedFP8Config loading." + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "These look like the same audio feature-extraction bug: the feature extractor/helper path crashes around the unsupported center argument in fbank extraction." }, { - "left": "issue:34567", - "right": "issue:40444", + "left": "issue:44451", + "right": "issue:44987", "accept": false, - "reason": "TrainerState token counter bug is unrelated to Qwen2.5-VL iterable multi-image finetuning failure." + "reason": "Both are loading regressions, but for different models and different symptoms; no evidence of a shared underlying bug." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:44464", + "right": "issue:45987", "accept": false, - "reason": "Both are Whisper issues, but batch_decode skip_special_tokens and empty-transcription generation after align_special_tokens are different code paths." + "reason": "Chunked-generation inconsistency under compiled forward is unrelated to StaticCache.get_seq_length returning a tensor instead of int." }, { - "left": "issue:43883", - "right": "issue:44488", - "accept": false, - "reason": "Molmo tied-weights attribute error is unrelated to loading cjvt/sleng-bert." + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both point to the same GGUF/from_pretrained loading regression in Transformers v5, affecting tokenizer/model loading through the gguf_file path." }, { - "left": "issue:44451", - "right": "issue:44987", + "left": "issue:43317", + "right": "issue:43482", "accept": false, - "reason": "Different models and different loading regressions; no evidence of the same underlying bug." + "reason": "device_map gpu+cpu offload dequantization failure is a different problem from GGUF loading failure." }, { - "left": "issue:44464", - "right": "issue:45987", + "left": "issue:44849", + "right": "issue:45325", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is not the same as StaticCache.get_seq_length returning the wrong type." + "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index scaling bug are distinct model behaviors." }, { - "left": "issue:43452", - "right": "issue:43482", + "left": "issue:36032", + "right": "issue:43645", "accept": false, - "reason": "Both touch GGUF loading, but one is a broad gguf_file/from_pretrained break and the other is a model-specific Qwen2.5-GGUF failure; too weak to merge confidently." + "reason": "Tokenizer method-name conflict and Jupyter custom-model initialization breakage are not the same bug." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:45084", + "right": "issue:45507", "accept": false, - "reason": "Mixtral grouped_mm tracing error and template-node compilation TypeError are unrelated." + "reason": "Can't compile non-template nodes is unrelated to GraniteMoEHybrid calling an invalid method." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Related v5 regressions, but one is non-persistent buffer junk and the other is generic custom model init; not clearly the same bug." + "reason": "Related v5 initialization area, but one is specifically about non-persistent buffers being filled with junk while the other is a broader custom-model-init failure; not enough to merge as the same bug." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3.5 PagedAttentionCache invalid group type are different failures." + "reason": "FineGrainedFP8Config failure in Qwen3Moe training and PagedAttentionCache linear_attention crash are different issues." }, { - "left": "issue:43317", - "right": "issue:43482", + "left": "issue:43643", + "right": "issue:44530", "accept": false, - "reason": "device_map/offload dequantization failure is unrelated to GGUF loading failure." + "reason": "trust_remote_code missing fields and PagedAttentionCache group-type crash are unrelated." }, { - "left": "issue:44849", - "right": "issue:45325", + "left": "issue:34567", + "right": "issue:40444", "accept": false, - "reason": "Different models and behaviors: Qwen3.5 hidden-states bug vs Qwen2.5-VL rope index scaling bug." + "reason": "TrainerState token counting and Qwen2.5-VL iterable-dataset multi-image finetuning are different bugs." }, { "left": "issue:36032", - "right": "issue:43645", - "accept": false, - "reason": "Tokenizer method-name conflict is unrelated to custom model initialization in notebooks." - }, - { - "left": "issue:44987", - "right": "issue:44991", + "right": "issue:42915", "accept": false, - "reason": "Both are transformer version-related load failures, but for different models and likely different tokenizer paths." + "reason": "T5 tokenizer special-token method conflict is unrelated to Qwen3Moe FineGrainedFP8Config failure." }, { - "left": "issue:45084", - "right": "issue:45507", + "left": "issue:44811", + "right": "issue:45584", "accept": false, - "reason": "Template compilation error and GraniteMoEHybrid invalid method call are not the same underlying issue." + "reason": "Whisper batch_decode skip_special_tokens behavior and empty-transcription generation after align_special_tokens are not the same underlying bug." }, { - "left": "issue:43262", - "right": "issue:43377", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "Audio processor chat-template sampling-rate default is unrelated to MIMI batched-vs-single padding-mask outputs." + "reason": "Missing all_tied_weights_keys and loading failure for cjvt/sleng-bert are different model-loading regressions." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary correctly treats the set as mostly heterogeneous, and the two accepted soft pairs look like plausible same-bug duplicates from the packet titles/descriptions. The representative-issue choice for 43646 is a reasonable, cautious canonicalization for the custom-model-initialization subcluster." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2802,13 +2888,12 @@ "review_unit_count": 48, "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-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ "issue:36032", - "issue:40444", "issue:40990", "issue:41720", "issue:42175", @@ -2826,6 +2911,7 @@ "issue:43645", "issue:43646", "issue:43742", + "issue:43792", "issue:43819", "issue:43883", "issue:43994", @@ -2846,6 +2932,7 @@ "issue:44877", "issue:44987", "issue:44991", + "issue:45020", "issue:45081", "issue:45084", "issue:45127", @@ -2859,258 +2946,265 @@ "issue:43404|issue:44466", "issue:43089|issue:45987", "issue:43883|issue:44991", + "issue:44987|issue:44991", "issue:43994|issue:44610", "issue:43646|issue:44534", "issue:43322|issue:43540", - "issue:43645|issue:44534", "issue:44403|issue:45081", "issue:43377|issue:43819", "issue:42915|issue:45084", "issue:44265|issue:44610", + "issue:43645|issue:44534", "issue:44451|issue:45081", "issue:44220|issue:44683", - "issue:45216|issue:45357", "issue:44987|issue:45081", + "issue:45216|issue:45357", + "issue:43404|issue:45127", "issue:42915|issue:44291", - "issue:44062|issue:44987", "issue:43632|issue:44756", - "issue:43404|issue:45127", - "issue:44479|issue:45325", "issue:36032|issue:43742", + "issue:44062|issue:44987", "issue:42915|issue:44589", "issue:43296|issue:43531", - "issue:40444|issue:45325", - "issue:43611|issue:44534", "issue:43531|issue:44877", + "issue:43611|issue:44534", "issue:43425|issue:44403", + "issue:44479|issue:45325", "issue:36032|issue:41720", "issue:42175|issue:45542", - "issue:43632|issue:44534", - "issue:40990|issue:44811" + "issue:40990|issue:44811", + "issue:43792|issue:44589", + "issue:44683|issue:45020" ], - "prepared_review_unit_hash": "647291e0816e830bbfd3797eb13cf1a283916637a990dcfdad23a2ad1a6da347", + "prepared_review_unit_hash": "146035a3b65a31aaaa0a84c885d83089462d41aa5ee67b31a000e91ef663881b", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36402, - "estimated_input_tokens": 9101, - "estimated_eval_tokens": 18458 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37219, + "estimated_input_tokens": 9305, + "estimated_eval_tokens": 18866 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous; most pairs are superficial title-level similarities across unrelated bugs. A small duplicate-like subgroup exists around tied-weights/save_pretrained regressions, plus one Qwen VL rope/position-id regression pair.", - "confidence": 0.66, - "canonical_issue_reason": "No single issue explains the whole cluster, but issue 44466 is the best canonical anchor for the clearest duplicate subgroup: tied-weight / lm_head serialization regressions in v5.", + "summary": "Mostly a mixed cluster of unrelated Transformers v5/v5.x regressions with only one clearly grounded duplicate pair. The Qwen3.5 save_pretrained pair is solid, but the Qwen video-temporal pair is too broad to merge as a duplicate from the packet alone.", + "confidence": 0.58, + "canonical_issue_reason": "Best canonical anchor is issue:45216 because it has the clearest duplicate-style match in the packet (issue:45357) and cleanly represents the Qwen3.5 save_pretrained checkpoint-serialization regression.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44466 is the strongest overall representative among the submitted issues because it describes the broadest concrete regression surface in the closest duplicate subgroup.", + "best_issue_reason": "issue:45216 is the strongest representative issue in the cluster: it has a plausible same-bug counterpart, a concrete v5.4+ regression description, and clearer duplicate evidence than the broader thematic issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43404", "right": "issue:44466", - "accept": true, - "reason": "Same tied-weights / lm_head serialization regression family in v5: 43404 reports the weight not being tied, while 44466 reports device-dependent lm_head.weight serialization. These could plausibly be fixed together." + "accept": false, + "reason": "Both involve tied weights, but they describe different code paths: model definition vs. save_pretrained serialization." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Different problems: generation performance overhead vs. an API contract mismatch in StaticCache.get_seq_length(). Same broad area, but not the same bug." + "reason": "Unrelated performance overhead vs. seq-length contract bug." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Unrelated failures: Molmo tied-weights metadata vs. a tokenizer loading regression for EMBEDDIA/est-roberta." + "reason": "Different models and different failures; no same underlying bug is evident." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but they appear to be separate model-specific regressions with different symptoms." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different model families and code paths: SigLIP2 inference quality vs. OmDet-Turbo processor image-size mismatch." + "reason": "Vision-related, but one is nonsensical outputs and the other is an image-size preprocessing mismatch." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Both mention v5 regressions, but one is custom model initialization and the other is non-persistent buffer initialization; not the same underlying bug." + "reason": "Separate v5 regressions with different mechanisms: custom model init vs. buffer initialization." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Both are multimodal loading/input issues, but one is a Llava Next crash and the other is a Qwen3OmniMoe video-processing ValueError. Too different to merge." - }, - { - "left": "issue:43645", - "right": "issue:44534", - "accept": false, - "reason": "Notebook-defined custom model initialization and junk-filled non-persistent buffers are distinct v5 issues with different failure modes." + "reason": "Different multimodal models and different failure modes." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Noise on transformer loading is not the same bug as the Mistral regex patch crash; the latter is a specific tokenizer backend attribute error." + "reason": "Logging/noise during loading is not the same bug as the tokenizer regex crash." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Different encoder/math bugs: batched-vs-single mismatch from missing padding masks versus DAC.from_latents not matching forward due to missing STE." + "reason": "Both are correctness mismatches, but they affect different architectures and forward paths." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3MoE FP8 configuration failure and a template compilation TypeError are unrelated." + "reason": "Unrelated failures: FP8 config handling vs. template compilation error." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export exportability with torch_compilable_check is a different problem from OmDet-Turbo's processor/model resolution mismatch." + "reason": "Different subsystems: exportability vs. processor image resolution." }, { - "left": "issue:44451", + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model init breakage and junk-filled buffers are separate regressions." + }, + { + "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different loaders and failure modes: ScandiBERT loading regression versus Mistral tokenizer regex patch crash." + "reason": "Different model/tokenizer load failures with no shared code path shown." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction helper issue and compiled flex_attention failure are unrelated." + "reason": "Audio feature extraction bug versus flex_attention compatibility bug." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Separate loading failures affecting different components." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Both are Qwen3.5 save_pretrained regressions on the same serialization path; 45357 is a narrower follow-up about incorrect visual encoder keys." + "reason": "Same Qwen3.5 save_pretrained regression: both report incorrect checkpoint / visual-encoder key serialization on the same v5.x path." }, { - "left": "issue:44987", - "right": "issue:45081", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "Different model/version failures: loading physical-intelligence/fast under transformers>=5.1.0 versus a Mistral tokenizer regex patch crash." + "reason": "Both mention tied weights, but one is a tie bug and the other is LoRA merge collapse after vocab extension." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both involve v5-era model loading, but FineGrainedFP8Config and init_empty_weights/_is_hf_initialized are separate code paths and bugs." - }, - { - "left": "issue:44062", - "right": "issue:44987", - "accept": false, - "reason": "Tokenizer AddedToken keyword conflict is unrelated to the physical-intelligence/fast loading regression." + "reason": "Both are v5-era failures, but they concern different mechanisms and models." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized flag breakage and disabling mmap on Strix Halo are unrelated issues." + "reason": "HF initialization flag regression is unrelated to the mmap/OOM workaround." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:36032", + "right": "issue:43742", "accept": false, - "reason": "Both mention weight tying, but 45127 is about LoRA merge with extended vocabulary collapsing the model, not the Mistral3 tied-weight regression." + "reason": "Tokenizer special-token conflict and MobileLLM key error are different load failures." }, { - "left": "issue:44479", - "right": "issue:45325", - "accept": true, - "reason": "Same Qwen VL temporal-position / rope-index regression family in 5.3.0: 44479 is the broader video-input regression, and 45325 is the specific still-image position-id scaling bug." - }, - { - "left": "issue:36032", - "right": "issue:43742", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "Tokenizer initialization conflict in T5 and a KeyError when loading MobileLLM-125M are different loading bugs." + "reason": "Tokenizer AddedToken argument conflict is not the same as the separate model-load failure." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Qwen3MoE FP8 config failure is unrelated to the Float8 storage lookup error." + "reason": "Different failures and code paths: FP8 config handling vs. missing Float8 storage type." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window behavior are different multimodal/model-config bugs." + "reason": "PaddleOCR-VL loading and Qwen3-MoE sliding_window behavior are unrelated." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is unrelated to the Qwen2.5-VL rope-index temporal scaling regression." + "reason": "Different models and problems: sliding_window behavior vs. strict config loading." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "base_model_prefix loading breakage and non-persistent buffer corruption are distinct transformer v5 regressions." + "reason": "Broad v5 regressions, but not the same concrete bug." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are unrelated." + "reason": "Torch version incompatibility is unrelated to loading-noise behavior." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "Torch 2.10 compatibility and transformer-loading noise are not the same issue." + "reason": "Too broad to treat as duplicates: a general video-input regression across several models vs. a specific still-image temporal position-id scaling bug." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "T5 tokenizer loading conflict and Qwen3 auto-device-mapping cudaErrorAssert are unrelated." + "reason": "Tokenizer load conflict and auto device-mapping CUDA assert are unrelated." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "TensorFlow backend packaging omission and tensorboard-without-TF backend error are related only by backend presence, not the same bug." + "reason": "Packaging/backend dependency theme is similar, but the packet does not ground them as the same bug." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "_is_hf_initialized flag regressions and junk-filled non-persistent buffers are separate v5 problems." + "reason": "High perplexity evaluation issue and Whisper batch_decode behavior are unrelated." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage support are separate issues." + }, + { + "left": "issue:44683", + "right": "issue:45020", "accept": false, - "reason": "High perplexity on gpt-oss-20b and Whisper batch_decode skip_special_tokens handling are unrelated." + "reason": "Compiled flex_attention torch-version breakage is unrelated to remote_code loading regressions." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the cluster is heterogeneous overall, and the two accepted soft pairs are at least plausibly in the same bug-fix family based on their titles (tied-weights/serialization and Qwen3.5 save_pretrained / Qwen VL position-id regressions). The rejections are also conservative. No obvious overstatement stands out." + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge acceptance is too aggressive for a conservative cluster evaluation. `issue:44479` and `issue:45325` are both in the Qwen VL/video-temporal area, but the packet only shows a broad thematic relationship: one is a general video-input regression across several models, while the other is a specific still-image `tokens_per_second` / `get_rope_index` position-id bug. That is not enough evidence that they are the same bug or mergeable into one fix. The `issue:45216` / `issue:45357` match looks plausible, but the cluster should be rejected because not every accepted pair is sufficiently grounded in the packet." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -3123,48 +3217,47 @@ "review_unit_count": 48, "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-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ "issue:33666", - "issue:35707", "issue:40444", "issue:41553", "issue:41720", "issue:42175", + "issue:42915", "issue:43296", "issue:43317", "issue:43377", "issue:43381", "issue:43421", + "issue:43454", "issue:43482", "issue:43525", "issue:43531", "issue:43582", "issue:43611", "issue:43632", - "issue:43644", "issue:43646", - "issue:43749", "issue:43792", "issue:43818", "issue:43856", + "issue:43957", "issue:43994", "issue:44079", "issue:44265", "issue:44291", "issue:44403", "issue:44462", + "issue:44466", "issue:44534", "issue:44568", "issue:44589", - "issue:44683", "issue:44829", "issue:44898", "issue:44991", - "issue:45020", "issue:45072", "issue:45081", "issue:45325", @@ -3175,241 +3268,249 @@ "issue:45538", "issue:45663", "issue:45812", + "issue:45834", "issue:45923" ], "soft_pairs": [ - "issue:44079|issue:45663", - "issue:43792|issue:44589", - "issue:44683|issue:45020", "issue:43818|issue:45357", "issue:43421|issue:44568", "issue:44403|issue:44991", + "issue:43632|issue:44534", "issue:41553|issue:43582", "issue:33666|issue:40444", "issue:44462|issue:45812", + "issue:44079|issue:45663", "issue:43482|issue:45538", "issue:43317|issue:43856", "issue:44829|issue:45479", "issue:43381|issue:45923", - "issue:35707|issue:40444", + "issue:40444|issue:45325", "issue:44291|issue:44589", "issue:43482|issue:43525", - "issue:44079|issue:44534", "issue:43377|issue:45491", - "issue:43749|issue:44079", - "issue:40444|issue:45381", "issue:41720|issue:45081", - "issue:43531|issue:44291", - "issue:43644|issue:44079", "issue:44265|issue:45072", - "issue:45325|issue:45381", + "issue:43531|issue:44291", "issue:42175|issue:43296", - "issue:43632|issue:45072", "issue:43994|issue:44898", - "issue:43611|issue:43646" + "issue:43611|issue:43646", + "issue:43632|issue:45072", + "issue:43792|issue:43957", + "issue:45325|issue:45834", + "issue:44079|issue:44534", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:40444|issue:45381", + "issue:45325|issue:45381" ], - "prepared_review_unit_hash": "afac3108da41958afb036be0e76e3a807c17d145b5ebcfe1374b219989c014e5", + "prepared_review_unit_hash": "58892eda8ec8f05662b355a7a1a2c467c5880f7ee56161b69632737baea3df05", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36569, - "estimated_input_tokens": 9143, - "estimated_eval_tokens": 18542 + "soft_pair_count": 30, + "serialized_chars": 36989, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a mixed set of mostly unrelated Transformers v5 / model-loading regressions across different models and subsystems. None of the suggested soft pairs looks like a safe duplicate match.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 45020 is the broadest and most representative umbrella for the cluster\u2019s shared theme: recent Transformers v5 compatibility regressions that break model loading and remote-code workflows.", + "summary": "All soft edges look like false positives. The cluster is a heterogeneous mix of unrelated loading, tokenizer, model-init, attention, training, and packaging bugs; only a few issues share a broad Transformers v5 / model-initialization theme.", + "confidence": 0.95, + "canonical_issue_reason": "No single true duplicate stands out; issue 43646 is only the broadest umbrella because it covers the widest v5 model-initialization/loading regression surface.", "canonical_pr_reason": null, - "best_issue_reason": "45020 is the clearest high-level user-facing report and the best single representative for this mostly regression-oriented cluster.", + "best_issue_reason": "43646 is the best representative issue because it is the broadest and most central v5 initialization regression among the set, but it still does not unify the cluster into one bug.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44079", - "right": "issue:45663", - "accept": false, - "reason": "Different bugs: ModelOutput key assignment vs Gemma-4 FSDP2 shared_kv_states reconstruction." - }, - { - "left": "issue:43792", - "right": "issue:44589", - "accept": false, - "reason": "Unrelated failures: Whisper model loading vs missing Float8 storage backend/type registration." - }, - { - "left": "issue:44683", - "right": "issue:45020", - "accept": false, - "reason": "Different code paths: compiled flex_attention on torch>=2.9 vs remote_code model-loading regressions." - }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different models and defects: Video-LLaVA tower architecture/weights issue vs Qwen3.5 save_pretrained key regression." + "reason": "Different bugs: Video-LLaVA missing temporal attention/weight sharing vs Qwen3.5 save_pretrained visual-key regression." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both tokenizer-related, but one is runtime post-processor syncing and the other is special-token addition behavior; not the same bug." + "reason": "Both involve tokenizer special tokens, but one is runtime post-processor updates and the other is BOS/EOS insertion behavior in a specific tokenizer." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic load noise vs a concrete tokenizer loading failure for a specific model." + "reason": "Generic loading noise vs a specific tokenizer-loading failure for EMBEDDIA/est-roberta; not the same bug." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized init regression is unrelated to non-persistent buffers being filled with junk." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral is unrelated to the Apple Silicon caching_allocator_warmup TypeError." + "reason": "Bad AutoTokenizer error messaging vs Apple Silicon TypeError in caching_allocator_warmup; different code paths." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both Qwen VL training issues, but one is multi-GPU training and the other is iterable-dataset/multi-image finetuning failure." + "reason": "Both are Qwen2-VL-related, but multi-GPU training and iterable-dataset multi-image finetuning failures are distinct issues." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Related area, but not the same issue: tokenizer.json being ignored vs wrong Granite token IDs in v5." + "reason": "Tokenizer repository-file selection vs wrong token IDs for Granite models; both are tokenizer regressions but not the same underlying defect." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug vs Gemma-4 shared_kv_states FSDP2 failure; unrelated failures." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Different tokenizer bugs: GGUF loading failure vs CLIPTokenizer using an absurd model_max_length." + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max-length misuse are unrelated." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Different domains: device_map/offload loading failure vs Qwen3 MoE training memory inefficiency." + "reason": "device_map/offload dequantization failure vs Qwen3 MoE training memory inefficiency; different problems." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Different symptoms and models: flash_attention_3 degenerate training vs num_labels=1 zero-loss classification behavior." + "reason": "flash_attention_3 training degeneration is not the same as the num_labels=1 zero-loss classification bug." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Different gradient-checkpointing problems: eval-mode restriction vs missing supports_gradient_checkpointing flag." + "reason": "Gradient checkpointing in eval mode vs missing supports_gradient_checkpointing flag; related area, different bug." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "Different generation API bug vs multimodal finetuning failure." + "reason": "Both are Qwen2.5-VL, but iterable-dataset multi-image finetuning and still-image position_ids scaling are separate regressions." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized argument issue is unrelated to missing Float8 storage backend." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to missing Float8 storage handling." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Both loading-related, but one is GGUF loading and the other is missing pad_token_id on Llama4Config." + "reason": "Qwen2.5-GGUF loading and Llama4Config missing pad_token_id are different model/config issues." }, { - "left": "issue:44079", - "right": "issue:44534", + "left": "issue:43377", + "right": "issue:45491", "accept": false, - "reason": "Different regressions: ModelOutput key handling vs non-persistent buffer corruption." + "reason": "MIMI padding-mask inconsistency and Gemma3 NaN embeddings from sliding-window attention are different bugs." }, { - "left": "issue:43377", - "right": "issue:45491", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Both mention batching/padding, but the underlying models and failures differ: MIMI padding-mask mismatch vs Gemma3 sliding-window NaNs." + "reason": "Qwen3 auto device mapping cuda assert and Mistral regex patch crash have no shared code path." }, { - "left": "issue:43749", - "right": "issue:44079", + "left": "issue:44265", + "right": "issue:45072", "accept": false, - "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING breakage is unrelated to ModelOutput key assignment." + "reason": "torch.export + torch_compilable_check is unrelated to bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:43531", + "right": "issue:44291", "accept": false, - "reason": "Different Qwen2.5-VL problems: multi-image iterable finetuning vs video vision_position_ids." + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized are distinct regressions." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Qwen3 auto-device-map CUDA assert is unrelated to Mistral tokenizer regex patch crashes." + "reason": "Packaging/backends install issue vs PaddleOCR-VL load failure in vLLM; not the same underlying bug." }, { - "left": "issue:43531", - "right": "issue:44291", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs init_empty_weights/_is_hf_initialized mismatch." + "reason": "Siglip2 nonsensical outputs and Perceiver non-default-resolution failure are unrelated model-specific bugs." }, { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "Non-persistent buffer junk in v5 is unrelated to ModelOutput key assignment." + "reason": "Both are v5 loading/init regressions, but base_model_prefix loading and custom model initialization are separate concrete failures." }, { - "left": "issue:44265", + "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to bfloat16 dtype mismatches in inference." + "reason": "_is_hf_initialized regression is not the same as bf16 dtype mismatch during inference." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper model runtime failure and meta-device loading breakage are different loading paths and causes." }, { "left": "issue:45325", - "right": "issue:45381", + "right": "issue:45834", "accept": false, - "reason": "Same model family and position-id area, but one is still-image temporal scaling and the other is video input vision_position_ids; not clearly the same bug." + "reason": "Qwen2.5-VL rope-index bug and Kosmos2.5 long-OCR index error are distinct multimodal failures." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "Packaging/backend install issue is unrelated to PaddleOCR-VL loading in vLLM." + "reason": "ModelOutput key assignment and junk-filled non-persistent buffers are unrelated runtime/serialization issues." }, { - "left": "issue:43632", - "right": "issue:45072", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "_is_hf_initialized breakage in Transformers v5 is unrelated to dtype mismatch inference bugs." + "reason": "Tied lm_head weights not being set and device-dependent serialization inconsistency are related only at a very high level, not the same bug." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:42915", + "right": "issue:43482", "accept": false, - "reason": "Different vision-model problems: SigLIP2 nonsensical outputs vs Perceiver non-default resolution failure." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-GGUF loading failure are unrelated." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure and video vision_position_ids bug are separate Qwen2.5-VL regressions." + }, + { + "left": "issue:45325", + "right": "issue:45381", "accept": false, - "reason": "Both are v5 compatibility regressions, but one is base_model_prefix loading and the other is custom model initialization; not the same concrete bug." + "reason": "Both are Qwen2.5-VL position-id bugs, but still-image temporal scaling and video-input position_ids are different code paths and symptoms." } ] }, @@ -3431,33 +3532,34 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ - "issue:34634", "issue:35707", "issue:39692", "issue:40444", "issue:40990", "issue:41720", - "issue:42915", + "issue:42947", "issue:43257", "issue:43262", "issue:43296", "issue:43317", - "issue:43322", "issue:43377", "issue:43454", - "issue:43482", + "issue:43526", "issue:43550", "issue:43572", "issue:43606", + "issue:43644", "issue:43701", + "issue:43720", "issue:43746", - "issue:43792", + "issue:43749", "issue:43819", "issue:43873", "issue:43881", - "issue:43957", + "issue:43883", + "issue:44079", "issue:44186", "issue:44265", "issue:44291", @@ -3472,38 +3574,32 @@ "issue:44898", "issue:45072", "issue:45325", + "issue:45357", "issue:45584", "issue:45701", "issue:45759", "issue:45800", "issue:45823", - "issue:45834", "issue:45920", - "issue:45923", - "issue:46050" + "issue:45923" ], "soft_pairs": [ - "issue:45325|issue:45834", - "issue:43792|issue:43957", - "issue:43454|issue:44466", - "issue:42915|issue:43482", + "issue:43644|issue:44079", + "issue:43749|issue:44079", "issue:43296|issue:45800", - "issue:44387|issue:44617", - "issue:43701|issue:45325", "issue:44479|issue:45823", + "issue:35707|issue:40444", "issue:43606|issue:44265", "issue:44291|issue:44877", - "issue:43262|issue:43746", + "issue:44387|issue:44617", "issue:44568|issue:45920", "issue:43881|issue:44488", - "issue:40990|issue:45584", - "issue:34634|issue:35707", - "issue:43873|issue:45701", + "issue:43701|issue:45325", "issue:44186|issue:44265", "issue:43606|issue:43819", - "issue:35707|issue:41720", "issue:41720|issue:45823", "issue:43454|issue:43550", + "issue:43262|issue:43746", "issue:43377|issue:44610", "issue:43317|issue:43873", "issue:39692|issue:40444", @@ -3511,210 +3607,222 @@ "issue:43454|issue:45072", "issue:43257|issue:45923", "issue:43377|issue:44898", - "issue:43322|issue:46050" + "issue:40990|issue:45584", + "issue:40990|issue:42947", + "issue:44466|issue:45357", + "issue:43454|issue:43720", + "issue:43526|issue:43883", + "issue:43296|issue:44877", + "issue:43873|issue:45701" ], - "prepared_review_unit_hash": "5507a8b5124c176faeb326ba715ce16effa67eb2ad136e47acad8330b5e74cff", + "prepared_review_unit_hash": "1f5c80b34ba1ce3953f816f6506441e92738849ec964bd882679def859c9c7c3", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36432, - "estimated_input_tokens": 9108, - "estimated_eval_tokens": 18472 + "soft_pair_count": 30, + "serialized_chars": 36923, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous collection of unrelated model-loading, tokenizer, multimodal, offload, and quantization regressions. The soft pairs are mostly thematically similar at a subsystem level, but none look like the same concrete bug/change.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43873 is the broadest and most active open report in the set, centered on offloading/quantization behavior, which is the closest recurring theme among several nearby reports.", + "summary": "The set is heterogeneous: most items are distinct model/config/tokenizer/loading regressions rather than duplicates. No soft pair looks like the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43873 is the broadest, most central open report in the set and several nearby items are offloading/device-map/quantization-adjacent, so it is the best umbrella issue for triage even though the cluster is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest triage anchor: open, high-discussion, and broad enough to represent the most likely overlapping area without being overly specific.", + "best_issue_reason": "issue:43873 is the most suitable global issue anchor: active discussion, inbound references, and a broad offloading/quantization scope that can subsume some neighboring reports better than the more model-specific issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45325", - "right": "issue:45834", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Both are multimodal model bugs, but one is about Qwen2.5-VL rope indexing for still images and the other is a Kosmos2.5 OCR long-input index error; different code paths and symptoms." + "reason": "Non-persistent buffer initialization vs ModelOutput key assignment; unrelated code paths." }, { - "left": "issue:43792", - "right": "issue:43957", + "left": "issue:43749", + "right": "issue:44079", "accept": false, - "reason": "Whisper runtime failure and generic meta-device loading breakage are different failures affecting different mechanisms." + "reason": "FSDP CPU RAM-efficient loading vs ModelOutput key behavior; different bugs." }, { - "left": "issue:43454", - "right": "issue:44466", + "left": "issue:43296", + "right": "issue:45800", "accept": false, - "reason": "Both mention lm_head/tied weights, but one is a missing tie causing bad generation and the other is inconsistent serialization depending on device; related area, not the same bug." + "reason": "PaddleOCR-VL loading failure in vLLM vs torch/transformers version incompatibility; not the same issue." }, { - "left": "issue:42915", - "right": "issue:43482", + "left": "issue:44479", + "right": "issue:45823", "accept": false, - "reason": "Qwen3MoE FP8 config failure and Qwen2.5-GGUF loading failure are distinct model/version-specific issues." + "reason": "Qwen VL video regression vs Gemma4 PLE device mismatch; different models and failure modes." }, { - "left": "issue:43296", - "right": "issue:45800", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "PaddleOCR-VL/vLLM model loading and a torch-vs-transformers compatibility issue are different problems." + "reason": "Generation with inputs_embeds/past_key_values vs Qwen2.5-VL iterable-dataset multi-image finetuning; unrelated." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "Both involve OOM, but one is an int4 quantization memory regression and the other is a specific video model running out of memory." - }, - { - "left": "issue:43701", - "right": "issue:45325", - "accept": false, - "reason": "Checkpoint-resume key mismatch is unrelated to Qwen2.5-VL rope index scaling." - }, - { - "left": "issue:44479", - "right": "issue:45823", - "accept": false, - "reason": "Video-input regression in Qwen multimodal models and Gemma4 PLE device mismatch are unrelated code-path failures." - }, - { - "left": "issue:43606", - "right": "issue:44265", - "accept": false, - "reason": "CPU-offload device mismatch in Bark is unrelated to torch.export failures caused by torch_compilable_check." + "reason": "CPU offload device mismatch vs torch.export/torch_compilable_check export failure; different concrete problems." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected init_empty_weights argument and strict granite_speech config loading are separate compatibility/config issues." + "reason": "Unexpected _is_hf_initialized arg in init_empty_weights vs strict config blocking granite_speech loading; distinct loading bugs." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Audio chat-template sample-rate default bug is unrelated to PEFT local-checkpoint loading." + "reason": "int4 quantization OOM vs Sam3Video OOM; same symptom class, but different cause and path." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion and the other is wrong token IDs across several models." + "reason": "mDeBERTa special-token insertion bug vs broad AutoTokenizer regression; related area but not the same fix." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Two different model-loading failures with no shared concrete mechanism." - }, - { - "left": "issue:40990", - "right": "issue:45584", - "accept": false, - "reason": "Perplexity anomaly on GPT-OSS and Whisper empty-transcription failure are unrelated." - }, - { - "left": "issue:34634", - "right": "issue:35707", - "accept": false, - "reason": "Bark voice_preset not working and progressive generation with inputs_embeds/past_key_values are different features and bugs." + "reason": "glm-4v-9b load failure vs cjvt/sleng-bert load failure; different model-specific issues." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "Offloading/quantization behavior and tokenizer-version drift are not the same bug." + "reason": "resume_from_checkpoint key mismatch vs Qwen2.5-VL rope index scaling; unrelated bugs." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and torch.export failures from torch_compilable_check are unrelated." + "reason": "LayoutLMv2Tokenizer NER/padding crash vs torch.export failure with torch_compilable_check; different subsystems." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Both are audio-model related only at a very broad level; one is device offload mismatch, the other is DAC latent conversion mismatch." - }, - { - "left": "issue:35707", - "right": "issue:41720", - "accept": false, - "reason": "Progressive generation issues and Qwen3 auto device-mapping cuda assert are distinct failures." + "reason": "Bark CPU-offload mismatch vs DAC.from_latents/STE mismatch; unrelated failures." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Different models and different device-mapping/device-mismatch bugs." + "reason": "Qwen3 auto device-map cuda assert vs Gemma4 PLE device mismatch; different models and code paths." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight-tying serialization bug and Bamba SDPA torch.compile failure are unrelated." + "reason": "lm_head tying/garbage generation vs torch.compile SDPA failure; no shared underlying bug." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs GraniteSpeech PEFT local-checkpoint loading; different issues." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Padding-mask batch inconsistency in MIMI and OmDet-Turbo processor size mismatch are not the same issue." + "reason": "Missing padding-mask support in MIMI encoder vs OmDet-Turbo processor/model size mismatch; unrelated." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both concern quantization/offload, but one is dequantized model loading on gpu+cpu offload and the other is a broader offloading regression; too vague to call the same bug." + "reason": "Both concern offloading/quantization, but one is dequantized-model loading on cpu/gpu offload and the other is a broader offloading complaint; not clearly the same bug." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Doc example errors for SigLIP2 and iterable-dataset multi-image finetuning failure are different reports." + "reason": "SigLIP2 documentation errors vs Qwen2.5-VL multi-image finetuning failure; unrelated." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and multimodal config unwrapping in from_config are separate configuration bugs." + "reason": "Missing pad_token_idx in StableLmConfig vs composite Qwen config unwrap issue; different config bugs." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "lm_head weight tying and dtype mismatches in bfloat16 inference are unrelated." + "reason": "Weight tying/serialization bug vs dtype mismatch in bfloat16 inference; unrelated." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and a missing supports_gradient_checkpointing flag are different problems." + "reason": "Qwen3 MOE weight conversion/loading problem vs missing supports_gradient_checkpointing flag; different model-load fixes." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Batch padding-mask output drift and Perceiver non-default-resolution failure are different model behaviors." + "reason": "MIMI padding-mask issue vs Perceiver resolution/interpolate_pos_encoding bug; different code paths." }, { - "left": "issue:43322", - "right": "issue:46050", + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss-20b vs Whisper empty-transcription generation failure; unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression vs gradient-checkpointing ineffectiveness; different underlying problems." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "lm_head serialization inconsistency vs Qwen3.5 visual-encoder key serialization regression; different save_pretrained bugs." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight-tying generation bug vs BitNet packed-weight loading bug; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiT reduce_labels returns only one label vs Molmo missing all_tied_weights_keys; different issues." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL load failure vs strict granite_speech config loading failure; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "Segfault loading Llava Next and quantized-model save/load breakage are not the same code-path." + "reason": "Offloading/quantization regression vs tokenization changing across versions; not the same bug." } ] }, @@ -3733,26 +3841,24 @@ "review_unit_count": 48, "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-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ + "issue:34634", + "issue:35707", "issue:36331", "issue:40990", "issue:41720", "issue:42617", "issue:42915", - "issue:42947", "issue:43295", - "issue:43296", "issue:43316", "issue:43317", "issue:43322", "issue:43404", "issue:43450", - "issue:43454", - "issue:43526", "issue:43550", "issue:43577", "issue:43606", @@ -3761,12 +3867,10 @@ "issue:43749", "issue:43873", "issue:43881", - "issue:43883", "issue:44008", "issue:44186", "issue:44387", "issue:44423", - "issue:44466", "issue:44479", "issue:44534", "issue:44610", @@ -3778,6 +3882,7 @@ "issue:44977", "issue:44991", "issue:45072", + "issue:45081", "issue:45161", "issue:45357", "issue:45406", @@ -3785,269 +3890,264 @@ "issue:45684", "issue:45701", "issue:45704", - "issue:45823" + "issue:45812", + "issue:45823", + "issue:46050" ], "soft_pairs": [ - "issue:40990|issue:42947", - "issue:44466|issue:45357", - "issue:43454|issue:43720", - "issue:43749|issue:44534", - "issue:43526|issue:43883", - "issue:41720|issue:43322", - "issue:43296|issue:44877", "issue:43881|issue:44991", "issue:41720|issue:44977", "issue:44008|issue:45823", - "issue:42617|issue:42915", "issue:43404|issue:45357", - "issue:40990|issue:45701", - "issue:44186|issue:45072", "issue:45632|issue:45684", + "issue:34634|issue:35707", "issue:43577|issue:43708", - "issue:44387|issue:45704", + "issue:35707|issue:41720", + "issue:42617|issue:42915", + "issue:44186|issue:45072", "issue:44423|issue:45406", - "issue:43873|issue:44756", "issue:44877|issue:44991", - "issue:36331|issue:42617", "issue:43550|issue:43720", "issue:36331|issue:42915", "issue:43450|issue:45701", + "issue:43749|issue:44534", "issue:44610|issue:44898", + "issue:36331|issue:42617", + "issue:43873|issue:44756", "issue:44186|issue:44610", - "issue:44479|issue:44918", "issue:43550|issue:43606", - "issue:41720|issue:42617", - "issue:43316|issue:44913", + "issue:43322|issue:46050", + "issue:44479|issue:44918", + "issue:44387|issue:45704", "issue:42915|issue:43317", + "issue:43316|issue:44913", + "issue:41720|issue:43322", "issue:43295|issue:45701", - "issue:41720|issue:45161" + "issue:40990|issue:45701", + "issue:41720|issue:45161", + "issue:45081|issue:45812", + "issue:41720|issue:42617" ], - "prepared_review_unit_hash": "74e0f4e98475196e5f230ba5bbdbf0deb07120035d4410279c4e99bcf57caba0", + "prepared_review_unit_hash": "0d4953e35e0a427fc046a41e8bdbbb94f4e9d3496e41af535373b6826f279b84", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37672, - "estimated_input_tokens": 9418, - "estimated_eval_tokens": 19092 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36782, + "estimated_input_tokens": 9196, + "estimated_eval_tokens": 18648 }, "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; the soft pairs are mostly superficial similarity within different bug families (trainer API, loading/offload/quantization, multimodal processors, config serialization).", - "confidence": 0.74, - "canonical_issue_reason": "No single canonical issue is safe: the items span several unrelated bug classes, so collapsing them into one duplicate target would be misleading.", + "summary": "The set is highly heterogeneous: most items are model-specific regressions or unrelated bugs around tokenization, loading, quantization, offload, or trainer behavior. None of the soft pairs look like the same concrete bug/change, so I reject all duplicate candidates.", + "confidence": 0.78, + "canonical_issue_reason": "#43873 is the broadest and most active loading/offloading regression in the set, with inbound references and discussion; if a single anchor is needed, it best represents the recurring quantization/offload theme.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best representative only because it is the broadest open report in the dominant loading/offloading/quantization subtheme, but it still does not subsume the whole cluster.", + "best_issue_reason": "#43873 is the most central/general issue among otherwise unrelated reports, but the cluster does not really form a true duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:40990", - "right": "issue:42947", - "accept": false, - "reason": "Different bugs: perplexity/regression on a model vs. gradient-checkpointing behavior in PEFT LoRA." - }, - { - "left": "issue:44466", - "right": "issue:45357", - "accept": false, - "reason": "Both touch save/load behavior, but one is about lm_head tying and the other about visual encoder key serialization; not the same bug." - }, - { - "left": "issue:43454", - "right": "issue:43720", - "accept": false, - "reason": "Unrelated model-specific issues: weight tying in AyaVision vs. packed-weight unpacking in BitNet/accelerate loading." - }, - { - "left": "issue:43749", - "right": "issue:44534", - "accept": false, - "reason": "One is FSDP CPU RAM efficient loading, the other is non-persistent buffer initialization; different failure modes." - }, - { - "left": "issue:43526", - "right": "issue:43883", - "accept": false, - "reason": "BeitImageProcessorFast label reduction vs. Molmo tied-weights attribute error; unrelated components." - }, - { - "left": "issue:41720", - "right": "issue:43322", - "accept": false, - "reason": "Different model/load failures: Qwen3 auto device mapping CUDA assert vs. Llava Next segmentation fault." - }, - { - "left": "issue:43296", - "right": "issue:44877", - "accept": false, - "reason": "PaddleOCR-VL/vLLM load failure is not the same as strict-config rejection for granite_speech." - }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Different root causes: glm-4v-9b loading failure vs tokenizer loading regression for EMBEDDIA/est-roberta." + "reason": "Different models and different failure modes: model loading failure vs tokenizer loading regression." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Different Qwen-family symptoms and code paths: auto device mapping CUDA assert vs flash-attention generation bug." + "reason": "Both mention Qwen3-family models, but one is a device-mapping CUDA assert and the other is a flash-attention generation bug; not the same underlying issue." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma3n forward variable collision is unrelated to Gemma4 PLE device-mapping mismatch." - }, - { - "left": "issue:42617", - "right": "issue:42915", - "accept": false, - "reason": "3d_parallel.py run failure and Qwen3Moe FineGrainedFP8Config failure are different problems." + "reason": "Gemma3n forward variable-name collision is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Weight tying bug in Mistral3 is not the same as incorrect visual encoder keys in Qwen3.5 save_pretrained." - }, - { - "left": "issue:40990", - "right": "issue:45701", - "accept": false, - "reason": "Perplexity regression is unrelated to tokenizer-version-dependent tokenization differences." + "reason": "Both are multimodal model regressions, but the concrete bugs differ: weight tying in Mistral3 vs incorrect visual encoder keys in Qwen3.5 save_pretrained." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "Tokenizer crash on NER/padding is not the same as dtype mismatches in inference." + "reason": "Cache-path collision and read-only permission propagation are separate save/load filesystem issues." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "Both involve save/load behavior, but one is cache-path collision and the other is read-only permission propagation." + "reason": "Bark voice_preset handling and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Blip2 dtype preservation and Trainer resume/max_steps calculation are unrelated." + "reason": "Blip2 dtype propagation bug and Trainer max_steps resume calculation bug are unrelated subsystems." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Int4 CUDA memory/OOM regression is not the same as T5 using apex.FusedRMSNorm and leaking memory." + "reason": "Progressive generation with embeddings is unrelated to Qwen3 device-mapping CUDA failure." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "Continuous-batching multimodal crash is unrelated to Gemma4Processor missing _tokenizer." + "reason": "A 3D parallel script failure and a Qwen3Moe FP8 loading issue are different problems." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Both mention offloading/memory, but one is quantization offload behavior and the other is mmap on Strix Halo; not the same concrete bug." + "reason": "Tokenizer crash on NER/padding is unrelated to bf16 dtype mismatches in model inference." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "Strict config rejection and tokenizer loading failure are different loading paths with different causes." + "reason": "Both crash in serving contexts, but the concrete processor/attribute failures are different." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Trainer.compute_loss API break and 3d_parallel.py execution failure are unrelated." + "reason": "Strict config rejection for granite_speech is unrelated to tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba is a different code path from packed-weight unpacking in BitNet." + "reason": "torch.compile SDPA failure and packed-weight unpacking during accelerate loading are different code paths." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Different trainer/API issues: unexpected compute_loss argument vs. Qwen3Moe FP8 config failure." + "reason": "Trainer compute_loss signature breakage is unrelated to Qwen3Moe FP8 loading." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batch shape bug is not a tokenizer-version regression." + "reason": "Batched video-shape bug and tokenization behavior change are not the same issue." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU-efficient loading regression and non-persistent buffer junk fill are separate Transformer internals issues." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both concern image sizes, but one is processor output size mismatch and the other is non-default-resolution classification failure; not clearly the same bug." + "reason": "OmDet-Turbo processor image-size mismatch is unrelated to Perceiver non-default-resolution failure." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected compute_loss kwarg and 3d_parallel.py failure do not share a concrete root cause." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offload behavior and Strix Halo mmap OOM are both memory-related but not the same bug." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crash and processor image-size mismatch are different subsystems and symptoms." + "reason": "Tokenizer crash on batched padding/truncation and processor output-size mismatch are different preprocessing bugs." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both involve offload/compute behavior, but one is SDPA compile failure and the other is a CPU-offload device mismatch for Bark-small." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfault and sinq save/load breakage are unrelated model-loading problems." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "Video-input regression for Qwen VL models is unrelated to SFT trainer unpacking of embeddings." + "reason": "Video-input regression in Qwen VL models and Qwen3.5 input-embedding unpacking with TRL are different bugs." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Different issues: torch.compile/SDPA in Bamba vs CPU offload device mismatch in Bark CI." + "reason": "int4 quantization memory growth and apex FusedRMSNorm leak are different memory issues in different models." }, { - "left": "issue:41720", - "right": "issue:42617", + "left": "issue:42915", + "right": "issue:43317", "accept": false, - "reason": "Qwen3 device-map CUDA assert and 3d_parallel.py launch failure are not the same underlying bug." + "reason": "Qwen3Moe FP8 failure and dequantized-model gpu/cpu offload loading failure are distinct quantization/offload paths." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "API discrepancy in Gemma3TextConfig is unrelated to GPTNeoX rotary_pct reload behavior." + "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload regression are unrelated config bugs." }, { - "left": "issue:42915", - "right": "issue:43317", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized-model offload failure are different loading/quantization bugs." + "reason": "Qwen3 auto device mapping CUDA assert and Llava Next segfault are different models and failure modes." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor.tokenizer regression and tokenization-version changes are not the same concrete issue." + "reason": "Processor.tokenizer API regression and tokenization-output changes are related only at a very broad level; not the same concrete bug." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity anomaly on gpt-oss-20b is not the same as generic tokenization changes." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Qwen3 device-map crash and GPT-OSS MoE tensor-parallel issue are distinct model/runtime problems." + "reason": "Qwen3 auto device-map crash and GPT-OSS MoE tensor-parallel issue are different model/runtime failures." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and Granite tokenizer wrong IDs are both tokenizer bugs, but with different models and distinct root causes." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 CUDA assert under auto device mapping and failure to run 3d_parallel.py are unrelated." } ] }, @@ -4066,14 +4166,13 @@ "review_unit_count": 48, "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-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ "issue:29159", "issue:30064", - "issue:33357", "issue:34567", "issue:34634", "issue:35707", @@ -4097,260 +4196,247 @@ "issue:43720", "issue:43746", "issue:43782", - "issue:43873", "issue:43881", "issue:43927", "issue:44186", "issue:44361", + "issue:44368", + "issue:44451", "issue:44492", "issue:44509", "issue:44514", "issue:44545", - "issue:44625", "issue:44671", "issue:44743", + "issue:44898", + "issue:44991", "issue:45059", - "issue:45081", + "issue:45072", + "issue:45357", "issue:45406", "issue:45464", - "issue:45479", "issue:45701", - "issue:45704", "issue:45759", "issue:45812" ], "soft_pairs": [ - "issue:44671|issue:44743", - "issue:45081|issue:45812", - "issue:43526|issue:43881", "issue:43531|issue:43572", + "issue:43526|issue:43881", "issue:43540|issue:43782", "issue:36010|issue:42617", + "issue:44671|issue:44743", "issue:43421|issue:45812", "issue:44186|issue:44361", - "issue:42915|issue:43322", - "issue:43388|issue:45059", "issue:45406|issue:45464", "issue:29159|issue:36032", - "issue:33357|issue:35707", "issue:43606|issue:43720", "issue:30064|issue:34634", "issue:43550|issue:43653", - "issue:43421|issue:45701", "issue:44492|issue:44509", - "issue:41720|issue:43746", - "issue:43873|issue:45704", - "issue:44514|issue:44545", + "issue:43421|issue:45701", + "issue:42915|issue:43322", + "issue:43388|issue:45059", "issue:43606|issue:43653", + "issue:44514|issue:44545", "issue:43531|issue:45759", - "issue:42490|issue:43329", - "issue:34634|issue:41720", "issue:34567|issue:35707", - "issue:44625|issue:45479", - "issue:43421|issue:43927" + "issue:43421|issue:43927", + "issue:44368|issue:45357", + "issue:44451|issue:44991", + "issue:42490|issue:43329", + "issue:44898|issue:45072", + "issue:41720|issue:43746" ], - "prepared_review_unit_hash": "5d0507c6194596184713a6f85a6178b50005be62e662119c0b95152fa0c3a234", + "prepared_review_unit_hash": "5cf3870bc7035d6e655597199bc5502998edd050126a22987cc669992d1b23a4", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35694, - "estimated_input_tokens": 8924, - "estimated_eval_tokens": 18104 + "soft_pair_count": 26, + "serialized_chars": 35066, + "estimated_input_tokens": 8767, + "estimated_eval_tokens": 17790 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab bag of unrelated transformer bugs across tokenization, multimodal processors, config loading, and model-specific runtime failures. Only one soft pair is a clear duplicate: the two Qwen2_5_VLProcessor.apply_chat_template crash reports.", - "confidence": 0.98, - "canonical_issue_reason": "issue:44514 is the clearest canonical issue because it is the earlier, more detailed report of the same Qwen2_5_VLProcessor.apply_chat_template batched-input crash as issue:44545.", + "summary": "This cluster is mostly heterogeneous: nearly all soft pairs are distinct bugs or regressions that only share a broad subsystem. The only clear duplicate is the pair of identical Qwen2_5_VLProcessor batched padding crashes.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44514 is the best canonical issue because it is an exact duplicate of issue:44545 (same title, same batched `apply_chat_template` crash with `padding=False`), and it is the earlier report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 best represents the duplicate pair: same title, same failure mode, and it has the fuller bug description.", + "best_issue_reason": "issue:44514 is the strongest representative of the cluster\u2019s only true duplicate pair; it has the clearest one-to-one duplicate relationship and can anchor triage for that bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44671", - "right": "issue:44743", - "accept": false, - "reason": "Different subsystems and bugs: CamemBERT masked-LM regression vs Qwen3.5 recurrent-state cache behavior." - }, - { - "left": "issue:45081", - "right": "issue:45812", + "left": "issue:43531", + "right": "issue:43572", "accept": false, - "reason": "Both are tokenizer-related, but one is a Mistral regex patch crash and the other is a Granite token-id regression; different code paths." + "reason": "Both are model/config-related, but they describe different problems on different models: `sliding_window` behavior in Qwen3-MoE versus missing `pad_token_idx` in StableLmConfig." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "Unrelated issues: BeitImageProcessorFast label reduction vs glm-4v-9b model loading failure." - }, - { - "left": "issue:43531", - "right": "issue:43572", - "accept": false, - "reason": "Different models and failures: Qwen3-MoE sliding_window behavior vs StableLmConfig pad_token_idx missing after v5 update." + "reason": "One is a Beit image processor label-reduction bug; the other is a glm-4v model loading failure. No same code path." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Both involve Qwen3 multimodal models, but one is video-input processing and the other is a from_pretrained weight_only loading error." + "reason": "Both involve Qwen multimodal models, but one fails on video input processing and the other fails in `from_pretrained` with `weight_only=True`. Different concrete bugs." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "Completely different problems: GenerationMixin import failure vs inability to run 3d_parallel.py." + "reason": "An import error for `GenerationMixin` is unrelated to a `3d_parallel.py` runtime failure." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are unrelated model bugs." }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Both touch tokenization, but one is about runtime special-token post-processing updates and the other is a Granite token-id regression." + "reason": "Both are tokenizer-related, but one is about updating the post-processor after runtime special-token changes while the other is a Granite token-ID regression during `AutoTokenizer` loading." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer implementations and failure modes: LayoutLMv2Tokenizer padding/NER crash vs MLukeTokenizer task AttributeError." - }, - { - "left": "issue:42915", - "right": "issue:43322", - "accept": false, - "reason": "Unrelated model/runtime failures: Qwen3MoE FineGrainedFP8Config vs Llava Next segmentation fault on load." - }, - { - "left": "issue:43388", - "right": "issue:45059", - "accept": false, - "reason": "Different training/eval and multimodal input issues; no shared concrete bug path." + "reason": "Different tokenizer classes and different failure modes; these do not look like the same underlying bug." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Different serving/runtime failures: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming inference crash." + "reason": "Gemma4Processor missing `_tokenizer` in transformers serve is a different path from Qwen3.5 streaming inference failures." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Both are tokenizer issues, but one is a general slow/fast inconsistency and the other is a specific T5 load-time add_special_tokens conflict." - }, - { - "left": "issue:33357", - "right": "issue:35707", - "accept": false, - "reason": "Completely different: MacOS bus error loading CLIP vs progressive generation with inputs_embeds/past_key_values." + "reason": "Slow-vs-fast tokenizer inconsistency is not the same as T5 tokenizer loading breaking on an `add_special_tokens` method conflict." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both are accelerate/loading related, but one is CPU offload device mismatch and the other is packed-weight unpacking for BitNet." + "reason": "Both are loading/offload-related, but one is a CPU offload device mismatch for Bark and the other is packed-weight unpacking for BitNet. Different fixes." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Different image-processing/processor bugs: void segmentation maps vs BarkProcessor voice_preset handling." + "reason": "Image segmentation-map processing and Bark voice preset handling are unrelated." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Unrelated issues: torch.compile+SDPA failure in Bamba-9B-v2 vs BigBirdTokenizer special-token registration/decode output." + "reason": "A `torch.compile`/SDPA failure for Bamba is not the same bug as BigBirdTokenizer mask-token registration and empty decode output." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategy docs is unrelated to docs still mentioning removed pipeline tasks." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "Related only at a high level to tokenization changes; the concrete bugs differ (runtime post-processor sync vs version-dependent tokenization changes)." + "reason": "Runtime post-processor synchronization after token changes is different from a broad version-dependent tokenization change report." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:42915", + "right": "issue:43322", "accept": false, - "reason": "Completely different: cache-strategy typo vs stale documentation for removed pipeline tasks." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Llava Next segmentation fault are different model-specific crashes." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "Different model loading/runtime bugs: Qwen3 auto device mapping cudaErrorAssert vs GraniteSpeech PEFT checkpoint loading." + "reason": "A metrics-gathering bug that drops tuple label elements is not the same as SAM3 text/bounding-box weird behavior." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "Different root causes and code paths: quantization/offloading behavior vs T5 silently using apex.FusedRMSNorm memory leak." + "reason": "CPU offload device mismatch and tokenizer special-token registration are unrelated." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same exact crash report: Qwen2_5_VLProcessor.apply_chat_template fails on batched input when padding=False." + "reason": "Exact duplicate: same title, same Qwen2_5_VLProcessor batched `apply_chat_template` crash when `padding=False`." }, { - "left": "issue:43606", - "right": "issue:43653", + "left": "issue:43531", + "right": "issue:45759", "accept": false, - "reason": "Different issues in different areas: Bark CPU offload mismatch vs BigBirdTokenizer mask-token registration." + "reason": "`sliding_window` behavior in Qwen3-MoE is a different issue from `AutoModelForCausalLM.from_config` not unwrapping `text_config` in multimodal configs." }, { - "left": "issue:43531", - "right": "issue:45759", + "left": "issue:34567", + "right": "issue:35707", "accept": false, - "reason": "Different Qwen3.5-related bugs: sliding_window behavior in Qwen3-MoE vs from_config not unwrapping text_config for composite multimodal configs." + "reason": "TrainerState token-count tracking and progressive generation with `inputs_embeds`/`past_key_values` are different bugs." }, { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "Unrelated: import warning for local path with trailing slash vs multimodal token counting video-branch undefined variables." + "reason": "Post-processor updates for modified special tokens are distinct from DiaConfig losing custom token IDs on save/load." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "Completely different model families and failures: BarkProcessor voice_preset vs Qwen3 auto device mapping cudaErrorAssert." + "reason": "A warning about `tie_word_embeddings` is unrelated to saving incorrect visual-encoder keys." }, { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Unrelated: TrainerState token counter not updating vs progressive generation with inputs_embeds/past_key_values." + "reason": "Both are tokenizer-loading regressions, but they reference different models and no shared concrete code path is evident." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "Both concern classification configs, but one is num_labels propagation in Qwen3.5 and the other is zero-loss behavior for single-label classification with num_labels=1." + "reason": "A local-path trailing-slash import warning is unrelated to an undefined-variable bug in the video branch of `_get_num_multimodal_tokens`." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver non-default-resolution failure with position interpolation is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "Different config/tokenizer bugs: TokenizersBackend post-processor sync vs DiaConfig custom token IDs lost on save/load." + "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are different failures with different code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative on the soft edges. The single accepted pair, issue:44514/issue:44545, is clearly the same Qwen2_5_VLProcessor.apply_chat_template batched-input crash by title and metadata, and the other pairs are reasonably rejected as different bugs." + "feedback": "The summary is well grounded in the packet and stays conservative on the soft-edge pairs. The only clear duplicate identified in the cluster is the Qwen2_5_VLProcessor batched padding crash pair (44514/44545), and the remaining verdicts are appropriately cautious given the available evidence." }, "evaluator_used": true, "retried": false, @@ -4369,30 +4455,33 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ + "issue:30064", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36010", "issue:39692", - "issue:40444", "issue:41720", "issue:42886", "issue:43381", "issue:43421", "issue:43525", "issue:43531", + "issue:43540", "issue:43596", "issue:43653", "issue:43720", - "issue:43746", "issue:43782", "issue:43819", "issue:43844", "issue:43873", "issue:43994", + "issue:44008", "issue:44062", - "issue:44077", "issue:44186", "issue:44220", - "issue:44368", "issue:44451", "issue:44589", "issue:44610", @@ -4400,280 +4489,265 @@ "issue:44661", "issue:44671", "issue:44843", - "issue:44898", "issue:44918", "issue:44936", "issue:44987", - "issue:44991", "issue:45042", - "issue:45072", "issue:45081", "issue:45356", - "issue:45357", "issue:45381", + "issue:45479", "issue:45588", "issue:45663", "issue:45704", "issue:45759", "issue:45859", "issue:45907", - "issue:45923", - "issue:46050" + "issue:45923" ], "soft_pairs": [ - "issue:44368|issue:45357", - "issue:44451|issue:44991", - "issue:43782|issue:45381", - "issue:44898|issue:45072", "issue:44987|issue:45042", - "issue:44077|issue:44625", + "issue:43873|issue:45704", "issue:43531|issue:44589", "issue:45759|issue:45859", "issue:44062|issue:44451", + "issue:33666|issue:35707", "issue:39692|issue:44610", - "issue:44918|issue:44936", "issue:45704|issue:45923", "issue:45588|issue:45759", - "issue:45663|issue:45923", "issue:42886|issue:44843", + "issue:45663|issue:45923", "issue:43421|issue:43653", - "issue:43746|issue:46050", + "issue:44918|issue:44936", "issue:43381|issue:43844", "issue:43421|issue:44186", - "issue:43994|issue:44671", "issue:43525|issue:43531", + "issue:43782|issue:45381", "issue:45704|issue:45859", "issue:45081|issue:45356", - "issue:41720|issue:45704", - "issue:43596|issue:44220", + "issue:34634|issue:41720", "issue:45356|issue:45907", + "issue:44625|issue:45479", "issue:39692|issue:43873", - "issue:43746|issue:43873", - "issue:40444|issue:43746", + "issue:43994|issue:44671", + "issue:43596|issue:44220", "issue:44220|issue:44661", - "issue:43720|issue:43819" + "issue:43720|issue:43819", + "issue:43540|issue:44008", + "issue:30064|issue:36010" ], - "prepared_review_unit_hash": "59fdf42c83437e5d68e14a15941f1405e227708505c830132cbaf730598458d9", + "prepared_review_unit_hash": "ac3b496cd01d0a8e89a5212b05e3b5d2c94973590943350804dad241e7306ca6", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37366, - "estimated_input_tokens": 9342, - "estimated_eval_tokens": 18940 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36048, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of mostly unrelated bug reports across tokenizer loading, multimodal models, quantization, offload, and training/runtime edge cases. The soft links are thematic similarities, but I don\u2019t see a single underlying bug or change tying them together.", - "confidence": 0.24, - "canonical_issue_reason": "I\u2019d use issue:44843 as the closest canonical issue because it is a concrete tokenizer-loading/offline regression and best matches the strongest recurring theme in the set. Even so, it is only a loose thematic anchor, not a true duplicate of the others.", + "summary": "This cluster is mostly heterogeneous soft-similarity noise across unrelated issues. The only clear duplicate-style match is the offline tokenizer/cache regression pair; the rest differ in model, subsystem, or root cause.", + "confidence": 0.77, + "canonical_issue_reason": "44843 is the clearest root-cause report: it names `_patch_mistral_regex`, the unconditional `model_info()` call, and the HF_HUB_OFFLINE failure path directly.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:44843 is the best representative of the tokenizer/offline subgroup, with a clear code-path and user-visible failure. It is not a global duplicate representative for the whole cluster, since the rest of the items span many different bugs.", + "best_issue_reason": "44843 is the most actionable and code-path-specific issue here, making it the best canonical representative for the accepted duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44368", - "right": "issue:45357", - "accept": false, - "reason": "Different problems: a LoRA warning about tie_word_embeddings versus a regression saving incorrect visual encoder keys in Qwen3.5." - }, - { - "left": "issue:44451", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer-loading reports, but they target different models and failure modes: ScandiBERT load failure vs EMBEDDIA/est-roberta tokenizer loading regression." - }, - { - "left": "issue:43782", - "right": "issue:45381", - "accept": false, - "reason": "Qwen3VL weight_only loading error is not the same as a Qwen2.5-VL video vision_position_ids bug." - }, - { - "left": "issue:44898", - "right": "issue:45072", - "accept": false, - "reason": "Both mention inference/runtime mismatches, but they affect different models and different code paths; not one concrete bug." - }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Loading a specific model fails in 5.1.0 versus PIL image processors incorrectly requiring torchvision; unrelated causes." + "reason": "Different failures: model loading regression vs PIL image processor torchvision dependency." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "An optional post_init policy issue is unrelated to num_labels propagation between Qwen3.5 configs." + "reason": "Unrelated areas: quantization/offloading behavior vs T5 RMSNorm memory leak." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the Float8 storage lookup error." + "reason": "Different subsystems and symptoms: Qwen3-MoE sliding window vs Float8 storage loading." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Composite config unwrapping and CPU-offload rotary embedding compatibility are different bugs in different model paths." + "reason": "Both involve Qwen, but one is config unwrapping and the other is CPU-offload incompatibility in rotary embedding; not the same bug." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken special-argument duplication is unrelated to a model loading failure." + "reason": "Tokenizer error vs a model-specific load failure; no clear shared root cause." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:33666", + "right": "issue:35707", "accept": false, - "reason": "SigLIP2 example/model-processor mismatch and OmDet-Turbo processor/model resolution mismatch are separate multimodal issues." + "reason": "Multi-GPU training and progressive generation are different problems." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "TRl SFT embedding unpacking and trainer.evaluate after trainer.train are different trainer-state failures." + "reason": "Both touch vision docs/processors, but the concrete failures and models differ." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Apex FusedRMSNorm memory leak in T5 is unrelated to a missing supports_gradient_checkpointing flag in a trust_remote_code model." + "reason": "Memory leak in apex RMSNorm is unrelated to a missing capability flag on a trust_remote_code model." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash attention sink-less s_aux handling is unrelated to composite Qwen 3.5/3.6 config unwrapping." - }, - { - "left": "issue:45663", - "right": "issue:45923", - "accept": false, - "reason": "Gemma-4 FSDP2 shared_kv_states reconstruction is unrelated to a model config flag missing on a trust_remote_code variant." + "reason": "Flash-attention sink handling vs Qwen multimodal config unwrapping are different code paths." }, { "left": "issue:42886", "right": "issue:44843", + "accept": true, + "reason": "Same offline tokenizer-load bug: both point to HF_HUB_OFFLINE failures in the tokenizer loading path, and 44843 identifies the root cause in `_patch_mistral_regex`." + }, + { + "left": "issue:45663", + "right": "issue:45923", "accept": false, - "reason": "Both involve offline/tokenizer loading, but one is cache loading under HF_HUB_OFFLINE=1 and the other is an unconditional model_info() call in a Mistral regex patch." + "reason": "Gemma-4 FSDP2 attention bug is unrelated to Nemotron gradient-checkpointing support." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Runtime special-token post-processor updates and BigBirdTokenizer mask-token registration are not the same bug." + "reason": "Both mention special tokens, but one is runtime post-processor updating and the other is BigBird mask-token registration." }, { - "left": "issue:43746", - "right": "issue:46050", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "PEFT adapter local checkpoint loading and sinq quantized save/load breakage are different serialization/loading problems." + "reason": "TRL SFT embedding unpacking and trainer evaluate-after-train behavior are distinct trainer issues." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode and abnormal gradient growth under ZeRO-3 are distinct training issues." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to ZeRO-3 gradient growth." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "TokenizersBackend special-token post-processor updates are unrelated to LayoutLMv2Tokenizer crashes on NER and padding/truncation." + "reason": "Post-processor refresh for special tokens is not the same as LayoutLMv2 NER/padding crashes." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "SigLIP2 nonsensical outputs with AutoModel/pipeline and CamemBERT masked-LM regressions are different model-specific bugs." + "reason": "A missing `pad_token_id` attribute and a sliding-window Qwen3-MoE bug are different failures." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to sliding_window behavior in Qwen3-MoE." + "reason": "Qwen3VL weight-only loading error and Qwen2.5-VL video position-id bug are different issues." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "T5 apex RMSNorm leak has nothing to do with Qwen3_5MoeTextRotaryEmbedding CPU offload compatibility." + "reason": "Same broad family only; the RMSNorm leak and CPU-offload rotary issue do not share a concrete code-path bug." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "A Mistral regex patch crash when loading tokenizers is not the same as Kimi-K2.5 codec handling and warning regression." + "reason": "Both involve `fix_mistral_regex`, but one is a tokenizer crash and the other is a Kimi-K2.5 regression with codec/warning issues; not clearly the same bug." }, { - "left": "issue:41720", - "right": "issue:45704", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and T5 RMSNorm memory leak are unrelated runtime failures." + "reason": "BarkProcessor voice preset and Qwen3 auto device mapping failures are unrelated." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "Deepspeed ZeRO-3 init with BertModel and _torch_extract_fbank_features() are different stack traces and code paths." + "reason": "Tokenizer regression in `fix_mistral_regex` is unrelated to `list_repo_files` revision forwarding." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "Kimi-K2.5 tokenizer regression is unrelated to list_repo_files forwarding a revision argument in CI." + "reason": "Config propagation for Qwen3.5 and single-label zero-loss classification are different problems." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 doc example errors and quantization/offloading behavior are not the same underlying bug." + "reason": "SigLIP2 example issues and quantization offloading are different failure modes." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "PEFT adapter local checkpoint loading is unrelated to quantization offloading not working as expected." + "reason": "Different models and symptoms: SigLIP2 nonsense outputs vs CamemBERT masked-LM regression." }, { - "left": "issue:40444", - "right": "issue:43746", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "IterableDataset multi-image finetuning failure and PEFT adapter checkpoint loading are different multimodal/training bugs." + "reason": "DeepSpeed zero3 initialization crash and fbank feature extraction bug are unrelated." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Feature extraction failures are unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." + "reason": "Audio feature extraction and tokenizer mapping registration are different code paths." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet packed-weight loading during accelerate initialization and DAC from_latents/STE mismatch are different model implementation bugs." + "reason": "BitNet packed-weight loading and DAC latent conversion/STE mismatch are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video-input validation in Qwen3OmniMoe is unrelated to Gemma3n's audio mask variable collision." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation map processing and GenerationMixin import failure are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. Most pair rejections are well supported by distinct titles/subsystems. The one accepted duplicate-style match, 42886 \u2194 44843, is plausibly the same offline tokenizer/cache regression based on the explicit HF_HUB_OFFLINE and tokenizer-loading wording. No obvious overstatement beyond the evidence provided." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4685,16 +4759,15 @@ "review_unit_count": 48, "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-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ "issue:30064", - "issue:36010", "issue:36331", + "issue:42915", "issue:43295", - "issue:43322", "issue:43335", "issue:43388", "issue:43421", @@ -4708,19 +4781,21 @@ "issue:43697", "issue:43716", "issue:43720", + "issue:43746", "issue:43756", "issue:43782", "issue:43818", "issue:43819", - "issue:43825", + "issue:43873", "issue:43950", - "issue:43994", "issue:44008", "issue:44062", + "issue:44077", "issue:44186", "issue:44448", "issue:44488", "issue:44561", + "issue:44625", "issue:44671", "issue:44811", "issue:44843", @@ -4733,230 +4808,230 @@ "issue:45183", "issue:45381", "issue:45479", - "issue:45685", "issue:45834", "issue:45987", - "issue:46032" + "issue:46032", + "issue:46050" ], "soft_pairs": [ - "issue:43540|issue:44008", - "issue:30064|issue:36010", + "issue:43746|issue:46050", "issue:43618|issue:43697", "issue:43653|issue:43720", "issue:43388|issue:46032", "issue:45183|issue:45479", + "issue:44077|issue:44625", "issue:43335|issue:43756", + "issue:42915|issue:43746", "issue:43716|issue:44008", - "issue:43295|issue:45834", "issue:43550|issue:45072", + "issue:43295|issue:45834", "issue:43550|issue:43819", - "issue:44062|issue:44488", - "issue:43322|issue:45685", + "issue:43746|issue:43873", "issue:43950|issue:45987", "issue:44186|issue:44898", "issue:44843|issue:45081", + "issue:44062|issue:44488", "issue:43653|issue:43819", "issue:43643|issue:44877", "issue:43540|issue:45381", "issue:43531|issue:43643", - "issue:43577|issue:43818", "issue:43782|issue:44977", - "issue:43421|issue:44811", + "issue:43577|issue:43818", "issue:44448|issue:44671", + "issue:43421|issue:44811", "issue:44561|issue:45020", - "issue:30064|issue:36331", - "issue:43825|issue:43994" + "issue:30064|issue:36331" ], - "prepared_review_unit_hash": "f68b907432ce7de20b8337a70239cce2c4d588c08074621a0fd66324588164d7", + "prepared_review_unit_hash": "418541aee0561ca3a67cc45f64ab36d44883aa08cc3b4d9476d0b0aa68c5f72b", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35738, - "estimated_input_tokens": 8935, - "estimated_eval_tokens": 18126 + "serialized_chars": 36283, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a duplicate cluster; it\u2019s a loose similarity set spanning unrelated Transformer bugs across models, tokenizers, caching, configs, and training. I reject all soft-edge links as same-underlying-bug matches.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue fits the whole set because the items cover many unrelated regressions. If an umbrella representative is needed, issue:45020 is the broadest only for the remote_code-regression subset, not for the cluster overall.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers regressions across loading, tokenization, multimodal preprocessing, quantization, and model-specific inference bugs. None of the proposed soft pairs look like the same underlying defect, so I would not merge any of them.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s dominant theme: recent-version regressions that break remote_code / from_pretrained model loading paths. It best captures the general load-time regression surface, even though the cluster is heterogeneous overall.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the closest thing to a representative issue because it describes a broad remote_code regression family rather than a single model-specific failure.", + "best_issue_reason": "Issue 45020 is the best single issue to anchor the cluster because it is the most umbrella-like and likely to absorb several of the other load/regression reports conceptually. It is still not a true duplicate of most others, just the most representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43540", - "right": "issue:44008", - "accept": false, - "reason": "Different model families and failure modes: Qwen3OmniMoe video parsing vs Gemma3n audio mask attribute collision." - }, - { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "Unrelated areas: image processor segmentation-map handling vs GenerationMixin import failure." + "reason": "Both are loading-related, but one is PEFT adapter local checkpoint loading and the other is quantized save_pretrained/from_pretrained corruption. Different failure modes and code paths." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Different bugs in different models: CLIPOutput attentions omission vs RTDetrV2 output divergence." + "reason": "CLIPOutput attentions missing is a field/serialization regression; RTDetrV2 differing outputs is a model inference change. Unrelated bugs." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token decoding bug vs BitNet packed-weight loading bug; no shared code path." + "reason": "Tokenizer special-token registration versus BitNet packed-weight unpacking during accelerate loading are different subsystems and defects." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Metrics gathering tuple-label trimming vs Mamba2 cache correctness; different subsystems." + "reason": "Metric-gathering label truncation and Mamba2 use_cache correctness are separate runtime paths with no shared underlying bug." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation error vs degenerate zero-loss classification behavior; not the same bug." + "reason": "Input validation/error-message logic is not the same issue as degenerate zero loss from problem_type/num_labels handling." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are different configuration bugs." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Different architecture-specific config mistakes: sparse-layer creation vs RoPE layer dropping." + "reason": "SwitchTransformers layer construction with zero sparse layers and Smollm3 RoPE-layer dropping are distinct model-setup errors." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:42915", + "right": "issue:43746", "accept": false, - "reason": "Separate model-specific dtype/casting issue vs variable-name collision in Gemma3n forward." + "reason": "Qwen3Moe FP8 loading failure and GraniteSpeech PEFT checkpoint loading are unrelated model/loading problems." }, { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Processor/tokenizer regression with images is unrelated to Kosmos2.5 long-OCR index overflow." + "reason": "Mistral-3 dtype mismatch in preprocessing is not the same as Gemma3n variable-name collision in forward()." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Bamba SDPA torch.compile failure and SwitchTransformers/TimmWrapper bf16 dtype mismatch are different model and path issues." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "Bamba compile/SDPA bug and DAC STE mismatch are different code paths and symptoms." + "reason": "Processor.tokenizer regression with image inputs is not the same bug as Kosmos2.5 long-OCR index errors." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "Both involve tokenizers, but one is AddedToken argument handling and the other is model loading failure for sleng-bert." + "reason": "Bamba torch.compile/SDPA and DAC.from_latents vs forward mismatch are unrelated concrete bugs." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "Segfault on Llava Next load and MPS Int histogram error are unrelated." + "reason": "PEFT checkpoint loading and quantization offloading behavior are different code paths; no evidence of the same defect." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "from_pretrained non-persistent buffer corruption and StaticCache seq-length return type are different APIs." + "reason": "Non-persistent buffer corruption in from_pretrained and StaticCache.get_seq_length returning a tensor are unrelated issues." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Tokenizer padding/NER crash is not the same underlying issue as Perceiver image-classification resolution handling." + "reason": "Tokenizer padding/truncation crash and Perceiver image-resolution failure are different model/component bugs." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same helper function, but different concrete failures: offline model_info call vs missing backend_tokenizer attribute." + "reason": "Both touch mistral regex helpers, but one is offline model_info calls and the other is missing backend_tokenizer access. Same area, different concrete failures." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor duplication and failure to load cjvt/sleng-bert are not the same bug." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration bug and DAC.from_latents mismatch are unrelated." + "reason": "Tokenizer special-token registration and DAC latent reconstruction mismatch are unrelated." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "trust_remote_code missing fields and strict granite_speech config loading are different configuration regressions." + "reason": "trust_remote_code missing fields and strict config rejecting granite_speech config are both config-loading issues, but not the same underlying bug." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Different Qwen multimodal bugs: video input processing error vs wrong vision_position_ids." + "reason": "Qwen3OmniMoe video-input failure and qwen2.5-vl vision_position_ids wrong are different multimodal bugs." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code config-field loss." - }, - { - "left": "issue:43577", - "right": "issue:43818", - "accept": false, - "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing issues do not match." + "reason": "Qwen3-MoE sliding_window behavior and trust_remote_code config field loss are unrelated." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Both are Qwen-related, but one is a weight_only load error and the other is flash-attention generation behavior." + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation failure are distinct issues." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Runtime special-token post-processor refresh and Whisper skip_special_tokens decoding are different tokenizer behaviors." + "reason": "BLIP2 dtype loading mismatch and Video-LLaVA temporal-attention/weight-sharing problems are unrelated." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Version-regression symptoms only; Pegasus output drift and CamemBERT MLM prediction errors are different bugs." + "reason": "These are both v5 behavior regressions, but they affect different models and different output paths." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime post-processor updates for special tokens and Whisper skip_special_tokens decoding are separate tokenizer/processor behaviors." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "45020 is a broad remote_code umbrella, while 44561 is a specific is_torch_fx_available removal breakage; not the same concrete issue." + "reason": "Removal of is_torch_fx_available breaking trust_remote_code is related to remote_code regressions, but it is a different specific breakage and code path than the broad umbrella issue." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Void segmentation-map processing and CustomTrainer compute_loss signature mismatch are unrelated." - }, - { - "left": "issue:43825", - "right": "issue:43994", - "accept": false, - "reason": "Pipeline translation-message regression and SigLIP2 bad outputs are different layers of the stack." + "reason": "Image processor void segmentation maps and CustomTrainer compute_loss keyword mismatch are entirely unrelated." } ] }, @@ -4975,43 +5050,42 @@ "review_unit_count": 48, "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-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ "issue:28218", "issue:29159", "issue:34634", "issue:36010", - "issue:36331", "issue:39692", - "issue:41720", "issue:42175", "issue:43262", + "issue:43322", + "issue:43404", + "issue:43452", "issue:43526", "issue:43577", "issue:43582", "issue:43606", - "issue:43644", "issue:43650", "issue:43697", "issue:43720", - "issue:43749", + "issue:43742", "issue:43782", "issue:43819", "issue:43825", "issue:43827", "issue:43906", + "issue:43994", "issue:44060", "issue:44186", - "issue:44291", "issue:44368", "issue:44442", "issue:44479", "issue:44485", "issue:44509", - "issue:44554", "issue:44610", "issue:44671", "issue:44805", @@ -5019,249 +5093,243 @@ "issue:44857", "issue:44936", "issue:44991", + "issue:45020", "issue:45072", "issue:45081", "issue:45084", - "issue:45325", "issue:45406", "issue:45538", "issue:45584", + "issue:45685", "issue:45701", "issue:45834" ], "soft_pairs": [ - "issue:41720|issue:44991", - "issue:45584|issue:45834", - "issue:39692|issue:45834", + "issue:43825|issue:43994", "issue:44821|issue:45084", + "issue:39692|issue:45834", + "issue:45584|issue:45834", "issue:44485|issue:44509", - "issue:43644|issue:43749", - "issue:44186|issue:44442", + "issue:43322|issue:45685", "issue:44479|issue:45834", "issue:43606|issue:45072", - "issue:43577|issue:43582", - "issue:44805|issue:44936", "issue:43825|issue:43827", - "issue:44671|issue:45701", + "issue:44186|issue:44442", "issue:34634|issue:36010", + "issue:44805|issue:44936", + "issue:43577|issue:43582", + "issue:43452|issue:44991", "issue:28218|issue:29159", "issue:44610|issue:45072", - "issue:43782|issue:45325", "issue:42175|issue:45081", "issue:43720|issue:45072", - "issue:43749|issue:44291", + "issue:43404|issue:43782", "issue:45081|issue:45406", "issue:43650|issue:43906", - "issue:44060|issue:44368", + "issue:44671|issue:45701", "issue:43582|issue:44857", + "issue:44060|issue:44368", "issue:43262|issue:43819", "issue:43526|issue:43697", - "issue:43526|issue:44554", - "issue:34634|issue:36331", - "issue:45084|issue:45538" + "issue:45084|issue:45538", + "issue:43742|issue:45020" ], - "prepared_review_unit_hash": "bfbc17b2cb8d41c6b262186264b3a51abb6509ca1c9541040c2f3ca5a1a1dc90", + "prepared_review_unit_hash": "b212b1a24b67fc4ce0d44b9842c0c4c4c7c26f7c26ab09067ad97636503bdb10", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36553, - "estimated_input_tokens": 9139, - "estimated_eval_tokens": 18534 + "soft_pair_count": 28, + "serialized_chars": 36187, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers issues spanning tokenizers, processors, model loading, training, and docs. None of the proposed soft edges look like true duplicates of the same underlying bug/change, so the cluster does not have a strong single canonical duplicate.", - "confidence": 0.96, - "canonical_issue_reason": "If a representative issue is needed, issue 45701 is the broadest open report here and the closest to the shared tokenizer-regression theme, but the cluster overall is not a true duplicate set.", + "summary": "No strong duplicate clusters emerge from these soft pairs; most are adjacent regressions in the same library areas but describe different concrete failures. The best representative issue is the broad tokenizer-regression report, not because it duplicates the others, but because it is the most central anchor among this set.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45701 is the broadest and most central report in this set, with multiple inbound references and an active discussion, so it is the best representative anchor if one issue must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45701 is the best single anchor only because it is broad, open, and user-facing; however, it still does not represent the many unrelated problems in this cluster.", + "best_issue_reason": "issue:45701 is the most general issue here and the closest thing to a cluster hub; the other issues are narrower, model-specific, or unrelated symptoms.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "Different bugs: CUDA assert during Qwen3 auto-device-mapping vs tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "Different problems: a v5 pipeline error-message regression versus a SigLIP2 model/pipeline quality issue." }, { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Whisper empty-transcription failure after align_special_tokens is unrelated to Kosmos2.5 OCR long-input index errors." + "reason": "Unrelated failures: loading AutoImageProcessor from URL versus a Jinja/template compilation TypeError." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 doc-example errors are a docs/example problem, not the same as Kosmos2.5 OCR index handling." + "reason": "SigLIP2 doc/example mistakes are not the same bug as Kosmos2.5's long-OCR input index error." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:45584", + "right": "issue:45834", "accept": false, - "reason": "AutoImageProcessor URL loading and template-compilation errors are different code paths and failure modes." + "reason": "Whisper empty-transcription/alignment bug is unrelated to the Kosmos2.5 OCR index error." }, { "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." - }, - { - "left": "issue:43644", - "right": "issue:43749", - "accept": false, - "reason": "Non-persistent buffer junk in v5 is unrelated to FSDP CPU RAM efficient loading." + "reason": "RoPE implementation discussion and docs mentioning removed pipeline tasks are different issues." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Tokenizer crashes on NER/padding are unrelated to AutoTokenizer failing to load a specific tokenizer class." + "reason": "A Llava Next loading segfault and an MPS int-histogram error in moe are not the same code-path bug." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Video-input regression in VL models is not the same as Kosmos2.5 OCR long-input index errors." + "reason": "Qwen video-input regression and Kosmos OCR index error are unrelated model-specific failures." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Bark CPU offload device mismatch and dtype mismatches in other models are different bugs." + "reason": "Bark CPU-offload device mismatch is not the same as the dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "BLIP2 dtype preservation and Apple Silicon warmup TypeError affect different subsystems." + "reason": "They share the v5 pipeline-removal theme, but one is a runtime error-message issue and the other is docs cleanup; not the same concrete bug." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Mask/index shape mismatch is a different concrete failure from trainer.evaluate() breaking after train()." + "reason": "LayoutLMv2Tokenizer NER/padding crash and FastSpeech2ConformerTokenizer loading failure are different tokenizer bugs." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "They are related to v5 pipeline removals, but one is an error-message bug and the other is stale docs; not the same change." + "reason": "BarkProcessor voice_preset failure is unrelated to the GenerationMixin import-path ImportError." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "CamemBERT MLM prediction regression is not the same as a generic version-induced tokenization change report." + "reason": "Mask/tensor shape IndexError versus trainer.evaluate() failing after train are different failures." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype-loading bug and AppleSilicon warmup TypeError do not share the same underlying cause." + }, + { + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "BarkProcessor voice_preset failure and GenerationMixin import error are unrelated." + "reason": "Both concern loading, but gguf_file breaking from_pretrained and a specific tokenizer load failure in v5 are not the same issue." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Added-token spacing and broad slow/fast tokenizer inconsistency may overlap conceptually, but they are not clearly the same bug." + "reason": "The added-token spacing bug may be one symptom, but 29159 is broader inconsistent slow/fast tokenizer behavior and not clearly the same concrete defect." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "OmDet-Turbo processor size mismatch is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." - }, - { - "left": "issue:43782", - "right": "issue:45325", - "accept": false, - "reason": "Qwen3VL weight_only loading failure and Qwen2.5-VL RoPE position scaling are different issues." + "reason": "Processor/model image-size mismatch is unrelated to the dtype mismatch reported here." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Missing TensorFlow in a pip extra and a Mistral tokenizer regex crash are unrelated." + "reason": "Missing TensorFlow in torch extras and a Mistral regex patch crash are unrelated." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is not the same as dtype mismatch inference bugs." + "reason": "Packed-weights unpacking during accelerate loading is a different bug from a dtype mismatch in other models." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:43404", + "right": "issue:43782", "accept": false, - "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument handling are different loading paths." + "reason": "Mistral3 tied-weights warning bug and Qwen3VL weight_only loading error are different model/load-path failures." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral regex patch backend-tokenizer error and Gemma4Processor missing _tokenizer are distinct attribute errors in different components." + "reason": "Both are AttributeErrors during loading, but they involve different missing attributes and different processor/tokenizer paths." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "A placeholder issue title is not evidence of the same bug as an isolated reproduction of another issue." + "reason": "'ADD THE DATA' is not a concrete bug report and is not the same as the isolated reproduction issue." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "Incorrect tied-weights handling in Qwen3-Next is not the same as a warning about tie_word_embeddings during LoRA fine-tuning." + "reason": "CamemBERT masked-LM regression and a broad tokenizer-version-change report are related only at a high level, not the same bug." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and LwDetrImageLoss AMP crashes are unrelated." + "reason": "AppleSilicon warmup TypeError and CUDA float16 AMP crash are different platform-specific issues." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and DAC forward/from_latents mismatch are different bugs." + "reason": "Both mention tied-weights warnings, but they are different model families and symptoms; not one concrete bug." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "BeitImageProcessorFast label reduction is unrelated to RTDetrV2 output differences in v5." + "reason": "Audio apply_chat_template sampling-rate defaulting and DAC.from_latents vs forward mismatch are unrelated." }, { "left": "issue:43526", - "right": "issue:44554", + "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast label handling and an MPS attention correctness issue do not share the same code path." + "reason": "reduce_labels returning one label and RTDetrV2 output divergence are different model/processor bugs." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "BarkProcessor voice_preset failure is unrelated to CustomTrainer.compute_loss signature breakage." + "reason": "Template compilation errors and CLIPTokenizer model_max_length behavior are unrelated tokenizer/template issues." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Template-node compilation errors have nothing to do with CLIPTokenizer model_max_length." + "reason": "A key error for one model is not the same as the broad remote_code regression." } ] }, @@ -5283,9 +5351,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ "issue:34567", + "issue:34634", "issue:36010", "issue:36331", "issue:38175", @@ -5296,289 +5365,291 @@ "issue:43262", "issue:43329", "issue:43450", - "issue:43452", "issue:43454", + "issue:43526", "issue:43531", "issue:43550", "issue:43577", + "issue:43606", "issue:43638", "issue:43643", + "issue:43644", "issue:43645", "issue:43653", - "issue:43696", "issue:43720", - "issue:43742", "issue:43746", "issue:43749", "issue:43819", "issue:43854", "issue:43927", - "issue:43931", + "issue:44291", "issue:44479", + "issue:44554", "issue:44568", "issue:44589", "issue:44610", - "issue:44756", "issue:44811", "issue:44912", "issue:44936", "issue:44977", - "issue:44991", - "issue:45020", "issue:45042", "issue:45356", "issue:45459", "issue:45488", "issue:45600", "issue:45759", - "issue:45803" + "issue:45803", + "issue:45859" ], "soft_pairs": [ - "issue:43742|issue:45020", - "issue:43329|issue:45600", "issue:43653|issue:44912", + "issue:43329|issue:45600", "issue:45459|issue:45803", + "issue:43644|issue:43749", "issue:43638|issue:44936", - "issue:43452|issue:44991", - "issue:43746|issue:44811", "issue:44589|issue:45042", + "issue:43746|issue:44811", "issue:38175|issue:44610", "issue:43819|issue:43927", - "issue:43854|issue:44977", "issue:39692|issue:44912", + "issue:43854|issue:44977", "issue:36010|issue:43645", - "issue:43257|issue:43329", "issue:43550|issue:44912", + "issue:43526|issue:44554", + "issue:34634|issue:36331", "issue:43720|issue:44610", "issue:43454|issue:43577", - "issue:43257|issue:43696", - "issue:43329|issue:44479", + "issue:43749|issue:44291", "issue:43531|issue:45042", + "issue:43257|issue:43329", "issue:43262|issue:44811", - "issue:42490|issue:43257", "issue:36010|issue:36331", - "issue:43749|issue:44756", "issue:44568|issue:45356", + "issue:42490|issue:43257", "issue:43643|issue:45759", + "issue:43329|issue:44479", "issue:43329|issue:43450", - "issue:34567|issue:40990", "issue:44568|issue:45488", - "issue:43257|issue:43931" + "issue:34567|issue:40990", + "issue:43606|issue:45859" ], - "prepared_review_unit_hash": "f12c931aed6e8c9f229914d0946252a3374864290cba0417c48afdd79dd392fa", + "prepared_review_unit_hash": "29b51eb2730e5621659141944018aa06e6fbe1a8b5c20ec40f50080b6198689b", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36443, - "estimated_input_tokens": 9111, - "estimated_eval_tokens": 18478 + "serialized_chars": 36589, + "estimated_input_tokens": 9148, + "estimated_eval_tokens": 18552 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Highly heterogeneous cluster: the items span unrelated trainer, tokenizer, multimodal, loading, and quantization bugs. None of the soft pairs look safe to merge as duplicates; 45020 is only a broad anchor, not a true duplicate hub.", - "confidence": 0.73, - "canonical_issue_reason": "Issue 45020 is the broadest representative of the config/loading regression theme, but the cluster overall is not a coherent duplicate set.", + "summary": "All soft-edge pairs should be rejected on the evidence provided. The Qwen video issues are related in subsystem, but issue:43329 is a specific multimodal token-counting bug while issue:44479 is a broader video-input regression, which is not enough to prove the same underlying bug or code path.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44479 is the best canonical issue candidate because it is the broadest, most user-facing report in the cluster and names the full affected Qwen VL family; issue:43329 is narrower and looks more root-cause-specific, but not strong enough to merge them as duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best global anchor because it is the most umbrella-like and closest in scope to several loading/config reports, even though the cluster is mixed.", + "best_issue_reason": "issue:44479 is the strongest representative issue for the cluster because it captures the widest scope and clearest regression framing, while the other issues are either unrelated or too weakly connected to be treated as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "Different bugs: MobileLLM key lookup vs a broad remote_code/config-loading regression." + "reason": "Different failure modes and components: tokenizer special-token decoding vs quantization/load fallback." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Different code paths: undefined video-token helper vars vs stale auto_mappings config references." + "reason": "Same broad multimodal area, but one is a video-token counting bug and the other is a stale auto-mapping reference; not the same bug." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Unrelated: tokenizer special-token registration vs MXFP4 quantization/load fallback." + "reason": "Both involve error handling, but they affect different tokenizer/feature code paths and different concrete failures." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Both are exception-handling bugs, but in different functions and subsystems." + "reason": "Both are loading-related, but the actual bugs differ: non-persistent buffer init vs FSDP RAM-efficient loading regression." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Different trainer failures: ZeRO-3/non-pretrained BERT indexing vs post-train evaluate behavior." + "reason": "Different training/evaluation failures with no shared underlying code path shown." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Both involve loading, but one is gguf_file handling and the other is a tokenizer regression for a specific model." + "reason": "Unrelated problems: float8 storage lookup error vs PIL backend requiring torchvision." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Different paths: PEFT local checkpoint loading vs Whisper batch_decode skip_special_tokens." - }, - { - "left": "issue:44589", - "right": "issue:45042", - "accept": false, - "reason": "Different issues: missing Float8 storage support vs PIL image processors requiring torchvision." + "reason": "Different models and APIs: PEFT/local checkpoint loading vs Whisper batch decoding behavior." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Both are vision-model symptoms, but the root causes and models differ." + "reason": "Different model families and symptoms: zero probabilities vs processor input-size mismatch." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Different bugs: DAC latent/forward mismatch vs DiaConfig save/load losing token IDs." + "reason": "Different bugs in different components: DAC latent conversion vs config token IDs after save/load." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Different model-loading/runtime failures; no shared code path is evident." + "reason": "Documentation/example cleanup and quantization fallback are separate issues." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "Documentation/example mismatch and quantization failure vs a separate MXFP4 load regression." + "reason": "Different model-loading/runtime failures with no shared concrete code path indicated." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Different regressions: GenerationMixin import path vs custom model initialization in notebooks." + "reason": "Both involve import/model initialization, but they are different APIs and failure mechanisms." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "Different subsystems: MoE weight conversion during loading vs multimodal video token counting." + "reason": "A torch.compile + SDPA issue is not the same as an MXFP4 quantization load fallback." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Different components and bugs: BEiT label reduction vs MPS attention correctness." + }, + { + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "Unrelated: torch.compile/SDPA failure vs quantization fallback." + "reason": "No shared underlying bug; Bark voice preset handling is unrelated to a CustomTrainer signature change." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Different mechanisms: packed-weight unpacking vs processor output shape." + "reason": "Packed-weight loading in BitNet is unrelated to OmDet-Turbo processor output shape/size." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Different model-specific loading bugs affecting unrelated architectures." - }, - { - "left": "issue:43257", - "right": "issue:43696", - "accept": false, - "reason": "MoE weight conversion vs OOM; no duplicate evidence." + "reason": "Different model-specific issues: weight tying in AyaVision vs dtype propagation in BLIP2." }, { - "left": "issue:43329", - "right": "issue:44479", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Related theme, but one is an internal undefined-variable bug and the other is a broader video-input regression; not the same concrete fix." + "reason": "Both are loading-related, but one is an FSDP-efficient-loading regression and the other is an init_empty_weights argument mismatch." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Unrelated model attention bug vs image-processor torchvision dependency." + "reason": "A Qwen3-MoE sliding-window issue is unrelated to PIL backend torchvision requirements." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Both are processor API issues, but one is audio chat templating and the other is Whisper decoding." + "reason": "Accelerate+DeepSpeed weight conversion is unrelated to multimodal video token counting." }, { - "left": "issue:42490", - "right": "issue:43257", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "Completely different: local-path import warning vs accelerate/deepspeed MoE loading." + "reason": "Audio chat-template sample-rate defaults and Whisper decode skipping are different processor behaviors." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Different API breakages: import path change vs compute_loss signature change." + "reason": "ImportError for GenerationMixin and compute_loss signature mismatch are unrelated trainer/runtime problems." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "Both are loading/memory-related, but the concrete failures and fixes differ." + "reason": "Different tokenizer regressions affecting different tokenizer classes and root causes." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "Different tokenizer regressions for different models and symptoms." + "reason": "Local-path import warning is unrelated to Qwen3 MoE weight conversion during accelerate/deepspeed loading." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both touch config handling, but one is trust_remote_code field loss and the other is composite text_config unwrapping." + "reason": "Different config-handling bugs: missing fields from trust_remote_code vs text_config unwrapping for composite multimodal configs." }, { "left": "issue:43329", - "right": "issue:43450", + "right": "issue:44479", "accept": false, - "reason": "Both are video-related, but one is undefined helper usage and the other is batched output shape handling." + "reason": "Related in scope, but the evidence only shows a broad video/VLM overlap; it does not establish the same broken code path or same bug." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "Different problems: TrainerState token counting vs GPT-oss perplexity on WikiText-2." + "reason": "One is a multimodal token-counting bug; the other is a batched video processor shape bug." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Different tokenizer bugs affecting different models and code paths." + "reason": "Different tokenizer regressions affecting different tokenizer classes and different behavior." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking and perplexity on gpt-oss are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45859", "accept": false, - "reason": "Different Qwen loading failures: MoE weight conversion vs VL shape mismatch." + "reason": "Both mention CPU offload, but they affect different models and different failing code paths." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The negative soft-edge verdicts are generally conservative, but the one accepted pair is too strong for the evidence in the packet. From titles alone, issue:43329 is a specific multimodal token-counting bug in a video branch, while issue:44479 is a broader video-input regression across several Qwen VL variants. That supports broad similarity, but not that they are the same broken code path or the same bug. The summary also overstates this by calling it the only plausible duplicate-looking pair. Please downgrade that pair to a tentative/uncertain match or reject it." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -5591,20 +5662,18 @@ "review_unit_count": 48, "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-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ "issue:24643", - "issue:28282", "issue:29159", "issue:33357", "issue:34567", - "issue:34689", + "issue:36331", "issue:38175", "issue:41720", - "issue:42175", "issue:42915", "issue:43257", "issue:43317", @@ -5613,298 +5682,307 @@ "issue:43540", "issue:43577", "issue:43582", - "issue:43606", + "issue:43646", + "issue:43696", "issue:43697", "issue:43742", "issue:43749", "issue:43756", - "issue:43824", "issue:43906", "issue:43927", + "issue:43931", "issue:44062", "issue:44291", "issue:44479", - "issue:44488", "issue:44560", + "issue:44737", "issue:44821", "issue:44849", "issue:44898", "issue:44912", - "issue:44938", "issue:44987", "issue:44991", "issue:45042", "issue:45072", + "issue:45081", "issue:45137", "issue:45357", "issue:45381", "issue:45405", "issue:45538", + "issue:45588", "issue:45701", - "issue:45859", + "issue:45823", "issue:45907", "issue:45987" ], "soft_pairs": [ - "issue:43606|issue:45859", "issue:44849|issue:45701", "issue:43697|issue:45357", "issue:29159|issue:34567", - "issue:44987|issue:45538", + "issue:43257|issue:43931", "issue:44291|issue:45042", "issue:42915|issue:43742", - "issue:42915|issue:44821", "issue:43452|issue:43582", - "issue:44479|issue:45381", "issue:41720|issue:43540", "issue:33357|issue:34567", - "issue:42915|issue:45538", - "issue:43257|issue:43756", + "issue:42915|issue:44821", "issue:43927|issue:44912", + "issue:44479|issue:45381", "issue:44987|issue:45907", - "issue:42175|issue:43824", + "issue:44987|issue:45538", + "issue:42915|issue:45538", "issue:43540|issue:44560", "issue:43540|issue:44479", "issue:43317|issue:45538", - "issue:44062|issue:44991", - "issue:43577|issue:45072", - "issue:42175|issue:44938", "issue:38175|issue:44898", - "issue:42175|issue:44488", "issue:43404|issue:45987", + "issue:43577|issue:45072", "issue:45137|issue:45405", + "issue:43257|issue:43756", "issue:24643|issue:29159", - "issue:43906|issue:45381", "issue:43742|issue:44291", - "issue:42915|issue:43749", - "issue:28282|issue:34689" + "issue:44062|issue:44991", + "issue:44737|issue:45588", + "issue:43540|issue:45823", + "issue:43257|issue:43696", + "issue:43906|issue:45381", + "issue:44062|issue:45081", + "issue:34567|issue:36331", + "issue:43646|issue:43749" ], - "prepared_review_unit_hash": "5ab132d929eec97e2490fdbb57868c245dbe7d3d441f7777938ed2590e5a1b2b", + "prepared_review_unit_hash": "02d9766c4c35a24d9253b4dd6027683264a48b912f64b12e040be3df849a4fb4", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37178, - "estimated_input_tokens": 9295, - "estimated_eval_tokens": 18846 + "soft_pair_count": 33, + "serialized_chars": 37603, + "estimated_input_tokens": 9401, + "estimated_eval_tokens": 19058 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly unrelated Transformers bug reports that share only broad subsystem similarity. The only convincing duplicate-like pair is the Qwen 5.3.0 video-input regression, where one issue is a broader umbrella for the other.", - "confidence": 0.82, - "canonical_issue_reason": "issue:44479 is the best umbrella candidate: it describes the broad v5.3.0 Qwen video-input regression across multiple model variants and naturally subsumes the narrower qwen2.5-vl report.", + "summary": "Mostly a heterogeneous set of closed issues with a small Qwen video-input regression subcluster. The only clear near-duplicate here is the v5.3.0 Qwen video-input regression pair (44479/45381); the rest are too model- or subsystem-specific to merge.", + "confidence": 0.77, + "canonical_issue_reason": "issue:44479 is the best representative because it states the broad v5.3.0 video-input regression affecting multiple Qwen VL variants and subsumes the narrower 45381 report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest representative of the cluster because it is the broadest, most explicit regression report in the only near-duplicate pair.", + "best_issue_reason": "issue:44479 is the strongest cluster representative: broad scope, explicit regression framing, and it aligns with the only accepted soft duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43606", - "right": "issue:45859", - "accept": false, - "reason": "Both involve CPU offload/device mismatch, but they are different model-specific failures and do not look like the same bug." - }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Different symptoms and scopes: one is an output_hidden_states bug in Qwen3.5, the other is a tokenizer-version behavior change." + "reason": "Different problems: Qwen3.5 hidden-state behavior vs. tokenizer/version-dependent tokenization changes." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Unrelated problems: RTDetrV2 output divergence vs Qwen3.5 save_pretrained visual-key regression." + "reason": "Different code paths and symptoms: RTDetrV2 forward outputs vs. Qwen3.5 save_pretrained key serialization." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and TrainerState token counting are different code paths and different failures." + "reason": "Tokenizer slow/fast inconsistency and TrainerState token counters are unrelated." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "A model-loading failure for one repo versus a CLIPTokenizer max-length bug; too broad and not the same underlying issue." + "reason": "Both touch Qwen3 loading, but one is MOE weight conversion with accelerate+deepspeed and the other is a Qwen3-VL shape mismatch; not the same bug." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "One is an init_empty_weights argument incompatibility, the other is an image-processor torchvision dependency regression." + "reason": "Init_empty_weights/_is_hf_initialized and PIL image processor torchvision requirements are unrelated." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different model families and different errors: FP8 config failure vs MobileLLM key error." - }, - { - "left": "issue:42915", - "right": "issue:44821", - "accept": false, - "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL are unrelated." + "reason": "Different failures: FineGrainedFP8Config on Qwen3Moe vs. a MobileLLM-125M key error." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "Tokenizer/model gguf loading bug versus Apple Silicon allocator warmup TypeError; no shared code-path bug." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Both report the same Qwen 5.3.0 video-input regression; 45381 is a narrower qwen2.5-vl manifestation of the broader issue in 44479." + "reason": "Tokenizer/AutoModel gguf loading and AppleSilicon allocator warmup TypeError are unrelated." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Different Qwen variants and different failures: auto device-mapping cudaErrorAssert vs video-input ValueError." + "reason": "Both are Qwen family issues, but one is device-mapping cuda assert and the other is video-input parsing; not the same concrete bug." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error on CLIP model load and TrainerState token tracking are unrelated." + "reason": "CLIP Mac bus error and TrainerState token tracking are unrelated." }, { "left": "issue:42915", - "right": "issue:45538", - "accept": false, - "reason": "Qwen3Moe FP8 loading failure is not the same as CLIPTokenizer model_max_length behavior." - }, - { - "left": "issue:43257", - "right": "issue:43756", + "right": "issue:44821", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is unrelated to Smollm3 RoPE layer dropping." + "reason": "Qwen3Moe FP8 failure and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Config save/load custom token IDs causing IndexError is not the same as MXFP4 quantization fallback." + "reason": "DiaConfig token IDs vs. git-oss MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen VL video-input regression in transformers v5.3.0; 45381 is a narrower manifestation of the broader 44479 report." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Different bugs: model loading failure for a repo versus list_repo_files not forwarding revision." + "reason": "Tokenizer/model loading failure and list_repo_files revision forwarding are unrelated." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model-specific tokenizer loading failure vs. CLIPTokenizer model_max_length bug." + }, + { + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "Packaging/backend install issue versus missing Qwen2_5_VL export; not the same defect." + "reason": "FP8 Qwen3Moe load failure and CLIPTokenizer max-length issue are unrelated." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-input issues, but they affect different Qwen model families and different failure modes." + "reason": "Different video-input bugs in different Qwen multimodal models; not clearly the same underlying defect." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Same broad video-input area, but different model families and not clearly the same concrete bug." + "reason": "Both are video-related, but the affected models and reported failures differ enough that they do not look like the same bug." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Device-map/offload loading failure and CLIPTokenizer max-length bug are unrelated." + "reason": "Dequantized model offload loading and CLIPTokenizer max-length are unrelated." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver interpolation failures are unrelated vision bugs." + }, + { + "left": "issue:43404", + "right": "issue:45987", "accept": false, - "reason": "AddedToken special-argument TypeError and a specific tokenizer-loading failure are not clearly the same underlying issue." + "reason": "lm_head tying in Mistral3 and StaticCache sequence-length return type are unrelated." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype, but one is Blip2 dtype propagation and the other is inference mismatches in different models." + "reason": "Both involve dtype issues, but on different models and code paths; not the same concrete bug." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Backend installation/TensorFlow packaging issue versus Python 3.14 import failure; different problems." + "reason": "DeepSpeed ZeRO3 deque error and a PEFT version bump are unrelated." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "Different vision models and different symptoms: zero probabilities vs non-default-resolution failure." + "reason": "Qwen3 MOE weight conversion and Smollm3 RoPE-layer count are unrelated." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "A backend dependency/install issue is not the same as a specific model load failure." + "reason": "DeepSpeed weight-dimension error and tokenizer slow/fast inconsistency are unrelated." }, { - "left": "issue:43404", - "right": "issue:45987", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "lm_head weight tying and StaticCache sequence-length contract are unrelated code paths." + "reason": "MobileLLM key error and init_empty_weights unexpected argument are unrelated load-time failures." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and an unreleased PEFT version bump are unrelated." + "reason": "Both are tokenizer-load failures, but the models and specific failure modes are too different to treat as the same bug from the available evidence." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange bug and flash_attention sinkless-model AttributeError are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different device-mapping/video-input failures; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "DeepSpeed training weight-shape error and tokenizer slow/fast inconsistency are different bugs." + "reason": "Qwen3 MOE weight conversion and GPT-oss OOM are unrelated." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "An isolated reproduction of another issue and a Qwen2.5-vl video regression are not the same artifact." + "reason": "No clear linkage: one is an isolated reproduction of another issue, the other is a Qwen VL video-input regression." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "MobileLLM loading key error and init_empty_weights argument incompatibility are different failure modes." + "reason": "AddedToken special-argument duplication and Mistral regex/backend_tokenizer failure are different tokenizer issues." }, { - "left": "issue:42915", - "right": "issue:43749", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Qwen3Moe FP8 loading and FSDP_CPU_RAM_EFFICIENT_LOADING are different training/loading issues." + "reason": "TrainerState token counting and compute_loss signature change are unrelated training API issues." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Missing PyTorch environment error and Llama 3.2 Vision model loading regression are unrelated." + "reason": "Custom model init breakage and FSDP CPU RAM efficient loading failure are different problems despite both involving loading." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the only clearly related pair is 44479/45381, and describing 44479 as the broader umbrella is conservative. The other soft-edge rejections stay within the evidence and do not overstate duplicate status." + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted near-duplicate pair, 44479/45381, is well-supported as the same Qwen VL video-input regression family, and the rest of the soft-edge rejections are appropriately cautious given the differing models, subsystems, or failure modes. No mergeability issue is apparent for the accepted pair." }, "evaluator_used": true, "retried": false, @@ -5920,45 +5998,48 @@ "review_unit_count": 48, "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-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ - "issue:24643", "issue:28282", "issue:29127", - "issue:34567", - "issue:36331", + "issue:34689", + "issue:36010", "issue:41762", + "issue:42175", "issue:43452", "issue:43493", "issue:43526", "issue:43531", - "issue:43540", + "issue:43577", "issue:43582", "issue:43643", - "issue:43688", "issue:43697", "issue:43720", "issue:43742", "issue:43749", "issue:43756", - "issue:43782", + "issue:43824", "issue:43994", - "issue:44062", "issue:44291", "issue:44484", "issue:44488", "issue:44514", "issue:44589", + "issue:44625", "issue:44704", - "issue:44737", + "issue:44756", "issue:44792", "issue:44821", + "issue:44843", + "issue:44877", "issue:44898", "issue:44936", + "issue:44938", "issue:44964", + "issue:44977", "issue:45042", "issue:45081", "issue:45216", @@ -5968,216 +6049,228 @@ "issue:45381", "issue:45405", "issue:45479", - "issue:45588", "issue:45600", - "issue:45823", "issue:45920" ], "soft_pairs": [ - "issue:44737|issue:45588", - "issue:43540|issue:45823", - "issue:43582|issue:43782", - "issue:43526|issue:45479", - "issue:43756|issue:45325", "issue:43493|issue:43994", - "issue:28282|issue:29127", - "issue:34567|issue:36331", - "issue:44062|issue:45081", - "issue:44291|issue:44821", + "issue:43749|issue:44756", + "issue:36010|issue:42175", + "issue:42175|issue:43824", "issue:45357|issue:45920", + "issue:44291|issue:44821", "issue:43643|issue:45375", "issue:43452|issue:44488", "issue:44792|issue:44964", "issue:45042|issue:45081", + "issue:28282|issue:34689", + "issue:43526|issue:45479", "issue:43742|issue:44589", - "issue:43531|issue:44821", + "issue:43756|issue:45325", "issue:45405|issue:45600", + "issue:43531|issue:44821", "issue:43697|issue:45216", + "issue:28282|issue:29127", "issue:44514|issue:45381", "issue:43720|issue:44898", - "issue:43688|issue:43749", - "issue:41762|issue:44936", + "issue:43582|issue:44977", + "issue:42175|issue:44938", "issue:44484|issue:44704", - "issue:24643|issue:29127" + "issue:41762|issue:44936", + "issue:44625|issue:44877", + "issue:43452|issue:43577", + "issue:43452|issue:44843" ], - "prepared_review_unit_hash": "acf176ec2ad1a9317ff2fc2820c28d3f49f690d7985094c12cd8b851051cc768", + "prepared_review_unit_hash": "498be8b0073004fa785366fb531538c3ab59a44808b8bb1855365d00a41096b8", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 25, - "serialized_chars": 34999, - "estimated_input_tokens": 8750, - "estimated_eval_tokens": 17756 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36124, + "estimated_input_tokens": 9031, + "estimated_eval_tokens": 18318 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set: it mixes unrelated bugs across model loading, tokenization, trainers, config serialization, multimodal processors, and backend/device issues. No single issue is a safe canonical anchor.", - "confidence": 0.99, + "summary": "The soft pairs are mostly false positives: they share broad themes like model loading, config handling, or tokenizer regressions, but they do not look like the same concrete bug or fixable change. No clear duplicate cluster emerges from these issues.", + "confidence": 0.93, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No good cluster representative: the items span many different code paths and model families, so selecting one issue as the cluster lead would be misleading.", + "best_issue_reason": "issue:45920 is the strongest representative because it describes a broad, active AutoTokenizer regression affecting multiple model families, with clear user impact and a concrete loading/token-ID code path.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44737", - "right": "issue:45588", - "accept": false, - "reason": "XLNet CPU allocation bug vs flash_attention s_aux=None crash; different subsystems and fixes." - }, - { - "left": "issue:43540", - "right": "issue:45823", - "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError vs Gemma4 device-map forward mismatch; unrelated models/code paths." - }, - { - "left": "issue:43582", - "right": "issue:43782", - "accept": false, - "reason": "Apple Silicon caching_allocator TypeError vs Qwen3VL weight_only load error; not the same bug." - }, - { - "left": "issue:43526", - "right": "issue:45479", - "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs sequence-classification zero-loss regression; different behavior entirely." - }, - { - "left": "issue:43756", - "right": "issue:45325", - "accept": false, - "reason": "Smollm3 RoPE-layer omission vs Qwen2.5-VL temporal position-id scaling; different models and code paths." - }, { "left": "issue:43493", "right": "issue:43994", "accept": false, - "reason": "Both are about SigLIP2, but one is JAX/HF parity while the other is bad AutoModel/pipeline outputs; not clearly one concrete fix." + "reason": "Both are about SigLIP2, but one is an HF-vs-JAX implementation discrepancy and the other is a nonsensical-results report; they do not clearly point to the same concrete defect." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Missing PyTorch import error vs LayoutLMv3 box-info message clarity; unrelated failure modes." + "reason": "These are unrelated failures: FSDP CPU RAM-efficient loading vs disabling mmap on Strix Halo to avoid OOM." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:36010", + "right": "issue:42175", "accept": false, - "reason": "TrainerState token counter not updating vs CustomTrainer.compute_loss signature mismatch; separate trainer issues." + "reason": "GenerationMixin import failure and missing TensorFlow backend packaging are different problems with different code paths." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "AddedToken special-arg duplication vs Mistral regex/backend_tokenizer attribute error; tokenization-related but distinct bugs." + "reason": "A packaging/backend omission is not the same as the Qwen2.5-VL import error." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights vs AutoImageProcessor URL loading; unrelated loaders." + "reason": "Both involve Qwen3.5/serialization or tokenization regressions, but they concern different failures: save_pretrained key handling vs wrong token IDs at inference." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "Qwen3.5 save_pretrained visual-key regression vs AutoTokenizer wrong token IDs across models; different APIs and code paths." + "reason": "init_empty_weights TypeError and loading AutoImageProcessor from URL are unrelated bugs." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Generic AutoConfig remote-code field loss vs a specific Qwen3_5MoeVisionConfig strict-field omission; similar theme, but not the same concrete bug." + "reason": "Both mention config fields being dropped, but one is a generic trust_remote_code loading issue while the other is a specific Qwen3_5MoeVisionConfig field omission." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Generic gguf_file breakage vs one model failing to load; no evidence they share the same underlying defect." + "reason": "General gguf_file loading breakage and a specific model load failure are not the same underlying issue." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Janus image-generation test failure vs Phi-4 multimodal load failure; both multimodal, but different models and errors." + "reason": "Both are multimodal/model-loading reports, but they target different models and failure modes." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "PIL backend unexpectedly requiring torchvision vs Mistral tokenizer regex crash; unrelated components." + "reason": "Image-processor torchvision dependency handling is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "A missing PyTorch ImportError and a Llama 3.2 vision model-loading breakage are distinct issues." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "One is a BeitImageProcessorFast label reduction bug; the other is a sequence-classification zero-loss problem across models." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "MobileLLM key error vs missing Float8 storage object; both load-time failures but not the same code path." + "reason": "KeyError while loading MobileLLM-125M and a Float8 storage lookup TypeError are unrelated." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs AutoImageProcessor URL loading; unrelated." + "reason": "Both are RoPE-related, but they affect different models and different position-index calculations." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "PEFT minimum-version bump problem vs stale auto_mappings references; separate maintenance issues." + "reason": "PEFT minimum-version bump and stale auto_mappings references are separate maintenance issues." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 inference regression vs Qwen3.5 save_pretrained regression; different APIs and fixes." + "reason": "RTDetrV2 output differences in v5 and Qwen3.5 save_pretrained regression are different code paths." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import and LayoutLMv3 box-validation error are not the same bug." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Qwen2.5-VL processor batching crash vs Qwen2.5-VL video position-id bug; same family, but different failures and code paths." + "reason": "Both involve Qwen2.5-VL processing, but one is batched chat-template padding behavior and the other is video vision_position_ids correctness." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading bug vs Perceiver interpolation failure; unrelated models." + "reason": "BitNet packed-weight loading and Perceiver interpolation failure are unrelated." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:43582", + "right": "issue:44977", "accept": false, - "reason": "Aux-loss normalization bug vs FSDP CPU RAM-efficient loading breakage; different subsystems." + "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation issues do not share the same fix." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Gemma3 DeepSpeed ZeRO-3 load index error vs trainer.evaluate() after train() failure; unrelated." + "reason": "A packaging/backend issue and a Python 3.14 load failure are different failures." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "save_pretrained shard-size question vs AutoProcessor kwargs forwarding bug; different APIs." + "reason": "save_pretrained shard-size behavior and AutoProcessor cached_file kwargs passing are unrelated." }, { - "left": "issue:24643", - "right": "issue:29127", + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading failure and trainer.evaluate after train are separate runtime issues." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and granite_speech strict-config loading are different config bugs." + }, + { + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "DeepSpeed training weight-dimension RuntimeError vs LayoutLMv3 error-message clarity; not the same issue." + "reason": "gguf_file loading breakage and BLIP2 dtype remaining float32 are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading and offline model_info calls in mistral regex patch are different loading regressions." } ] }, @@ -6199,28 +6292,29 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ - "issue:28282", + "issue:24643", + "issue:29127", "issue:29159", "issue:30064", "issue:32090", "issue:33357", "issue:33666", - "issue:35141", + "issue:34567", "issue:38175", "issue:41720", "issue:43295", - "issue:43452", + "issue:43504", "issue:43531", + "issue:43550", "issue:43577", "issue:43643", - "issue:43646", "issue:43653", "issue:43688", "issue:43697", + "issue:43720", "issue:43742", - "issue:43749", "issue:43819", "issue:43906", "issue:43927", @@ -6232,259 +6326,273 @@ "issue:44514", "issue:44561", "issue:44568", - "issue:44625", + "issue:44610", "issue:44743", "issue:44811", "issue:44843", - "issue:44877", "issue:44936", + "issue:44977", "issue:44991", "issue:45005", "issue:45290", "issue:45356", "issue:45440", "issue:45491", - "issue:45701", - "issue:45704", + "issue:45588", "issue:45823", "issue:46002", "issue:46050" ], "soft_pairs": [ - "issue:44625|issue:44877", - "issue:43452|issue:43577", - "issue:43452|issue:44843", "issue:44514|issue:45290", "issue:43295|issue:45356", "issue:44466|issue:45005", - "issue:44493|issue:46050", + "issue:24643|issue:29127", "issue:43819|issue:44811", "issue:44936|issue:45823", + "issue:30064|issue:33666", "issue:43653|issue:44361", "issue:38175|issue:43295", - "issue:30064|issue:33666", "issue:44361|issue:44442", - "issue:43688|issue:45440", "issue:43653|issue:44568", - "issue:44464|issue:44743", - "issue:41720|issue:43906", - "issue:45491|issue:46002", "issue:43577|issue:43697", - "issue:43688|issue:45704", - "issue:28282|issue:32090", - "issue:28282|issue:33357", "issue:43643|issue:44561", "issue:44843|issue:44991", - "issue:28282|issue:35141", - "issue:43646|issue:43749", - "issue:43688|issue:45701", - "issue:43653|issue:43927", + "issue:44464|issue:44743", + "issue:41720|issue:43906", + "issue:44493|issue:46050", "issue:29159|issue:33357", - "issue:43531|issue:43742" + "issue:43653|issue:43927", + "issue:45491|issue:46002", + "issue:43531|issue:43742", + "issue:43550|issue:43927", + "issue:43688|issue:45440", + "issue:44464|issue:44977", + "issue:43550|issue:44361", + "issue:43577|issue:45588", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:32090|issue:34567", + "issue:43504|issue:44610" ], - "prepared_review_unit_hash": "7b558c0abc4d21814a168b84080aefcdd5574d4148596bac350d9c7c71d8339c", + "prepared_review_unit_hash": "fcbf8f3be6d54ad2fb83fcca24a1e8034eb5fcfdbb7478fe690d2bcdf77596a3", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36759, - "estimated_input_tokens": 9190, - "estimated_eval_tokens": 18636 + "serialized_chars": 36842, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues form a loose collection of unrelated Transformers bugs; the soft edges mostly reflect topical similarity rather than true duplicates, so none should be merged.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 45701 is the broadest umbrella-style report here, centered on version-dependent tokenization changes, so it best represents the loose tokenizer/regression theme.", + "summary": "The set is mostly heterogeneous. I only see two plausible duplicate islands: the apply_chat_template crash around assistant tool-call messages, and the v5 tied-weights serialization issue. Everything else looks model- or symptom-specific enough to keep separate.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical spans the whole set; issue 45290 is the cleanest anchor for the apply_chat_template crash duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44843 is the most concrete and actionable: it names a specific code path (_patch_mistral_regex/model_info) and a clearly scoped HF_HUB_OFFLINE failure.", + "best_issue_reason": "Issue 45290 is the best representative because it states the core failure mode most generally, without the extra model-specific narrowing.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44625", - "right": "issue:44877", - "accept": false, - "reason": "Both are config-loading bugs, but they hit different models and different failure modes: num_labels propagation vs strict granite_speech config parsing." - }, - { - "left": "issue:43452", - "right": "issue:43577", - "accept": false, - "reason": "One is gguf_file breaking AutoTokenizer/AutoModel loading; the other is a BLIP-2 dtype propagation bug. Different code paths." - }, - { - "left": "issue:43452", - "right": "issue:44843", - "accept": false, - "reason": "gguf_file loading failure and unconditional model_info() in _patch_mistral_regex are separate tokenizer-loading regressions." - }, { "left": "issue:44514", "right": "issue:45290", - "accept": false, - "reason": "Both involve apply_chat_template, but the triggers differ: batched padding=False vs assistant tool-call messages with no content." + "accept": true, + "reason": "Same underlying crash in apply_chat_template with assistant tool-call messages/no content; the Qwen2_5_VLProcessor report is a narrower instance of the generic bug." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "These are distinct regressions: processor.tokenizer/image handling in custom model code versus Kimi-K2.5 codec handling and warning behavior." + "reason": "Different regressions: processor.tokenizer/image-passing breakage vs Kimi codec handling and a misleading warning." }, { "left": "issue:44466", "right": "issue:45005", - "accept": false, - "reason": "Both mention tied weights, but one is about device-dependent lm_head.weight serialization and the other about translation-model weight tying issues; not the same concrete bug." + "accept": true, + "reason": "Both describe the same v5 tied-weights serialization problem around lm_head.weight/model device." }, { - "left": "issue:44493", - "right": "issue:46050", + "left": "issue:24643", + "right": "issue:29127", "accept": false, - "reason": "Unexpected position-id key errors and quantized save/load breakage are different model-state serialization problems." + "reason": "Unrelated DeepSpeed shape error vs LayoutLMv3 box-validation messaging." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC.from_latents mismatching forward and Whisper batch_decode skipping special tokens are unrelated processor/model behaviors." + "reason": "Different code paths: DAC forward mismatch vs Whisper batch_decode special-token handling." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "trainer.evaluate() after train() is a trainer lifecycle bug; Gemma4 PLE device mismatch is a device_map/forward placement bug." + "reason": "Trainer evaluate-after-train bug vs Gemma4 PLE device-map mismatch." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation-map preprocessing vs Qwen2-VL multi-GPU training; no shared bug." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBirdTokenizer special-token registration and MLukeTokenizer task AttributeError are different tokenizer defects." + "reason": "Different tokenizer failures on different models and symptoms." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Siglip2 zero probabilities and processor.tokenizer regression in custom model code are unrelated issues." + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to the processor.tokenizer regression." }, { - "left": "issue:30064", - "right": "issue:33666", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are separate vision/training problems." + "reason": "MLuke tokenizer AttributeError vs FastSpeech2Conformer tokenizer loading failure." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "MLukeTokenizer failing on tasks and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer-loading bugs." + "reason": "Both concern tokenizer special tokens, but they are different models and different failure modes." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:43577", + "right": "issue:43697", "accept": false, - "reason": "Auxiliary-loss normalization in MoE models and DeepseekV3MoE divergence from remote implementation are not the same change." + "reason": "BLIP2 dtype retention and RTDetrV2 output drift are unrelated." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Both are special-token issues, but one is mask-token registration and the other is add_special_tokens not adding BOS/EOS; different behavior." + "reason": "AutoConfig missing fields vs trust_remote_code breakage from removing is_torch_fx_available." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info call in a regex patch vs a tokenizer-loading regression for a specific model." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Chunked generation with compiled forward and recurrent-state reset with cache are distinct generation/cache bugs." + "reason": "Compiled-forward chunked generation inconsistency vs Qwen3_5 recurrent-state reset are different concrete bugs." }, { "left": "issue:41720", "right": "issue:43906", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and an isolated reproduction of another issue are not the same underlying bug." + "reason": "CUDA assert with auto device mapping vs an isolated reproduction of another issue." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:44493", + "right": "issue:46050", "accept": false, - "reason": "Gemma3 mixed-length NaNs and classification-head NaNs after checkout/init are different numerical instability reports." + "reason": "Unexpected position-id keys vs quantized save/load failure are not the same defect." }, { - "left": "issue:43577", - "right": "issue:43697", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "BLIP-2 dtype remaining float32 and RTDetrV2 output divergence in v5 are unrelated regressions." + "reason": "Tokenizer inconsistency vs MacOS CLIP bus error; no concrete overlap." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "MoE auxiliary-loss normalization and T5's apex.FusedRMSNorm memory leak are different model-level issues." + "reason": "BigBird decode/special-token bug vs DiaConfig custom token IDs lost on save/load." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Torch-missing ImportError and trainer _gpu_broadcast_one(NoneType) are completely different failures." + "reason": "Different NaN symptoms in different model paths; not the same bug." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "PyTorch-not-found ImportError and a MacOS CLIP bus error do not share a concrete code path." + "reason": "Qwen3-MoE sliding-window issue vs MobileLLM load key error." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "AutoConfig missing fields with trust_remote_code and removal of is_torch_fx_available are separate v5 compatibility problems." + "reason": "torch.compile+SDPA failure vs config save/load token-ID loss." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "Offline model_info() patching and tokenizer loading failure for EMBEDDIA/est-roberta are different regression causes." + "reason": "MoE auxiliary-loss normalization bug vs native/remote DeepSeekV3 divergence are related only at a very broad subsystem level." }, { - "left": "issue:28282", - "right": "issue:35141", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "Missing PyTorch and post_init reinitializing output embeddings are unrelated issues." + "reason": "Chunked generation with compiled forward vs flash-attention generation failure are not the same code-path problem." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "Custom model initialization breakage and FSDP_CPU_RAM_EFFICIENT_LOADING are distinct compatibility problems." + "reason": "Different model-specific failures with no shared underlying defect." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:43577", + "right": "issue:45588", "accept": false, - "reason": "Slow/fast tokenizer inconsistency and a CLIP MacOS bus error are not the same bug." + "reason": "BLIP2 dtype bug vs flash_attention sink-less-model crash are unrelated." }, { - "left": "issue:43531", - "right": "issue:43742", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M load-time KeyError are unrelated." + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field load failure vs torch.compile/SDPA failure." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field load failure vs packed-weight loading failure." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error vs TrainerState token counter not updating." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy-field load failure vs processor/model image-size mismatch." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is appropriately conservative and grounded in the packet. It only elevates two plausible duplicate clusters, and the rest of the pair verdicts stay model/symptom-specific without overclaiming. The chosen representative issues are reasonable given the titles and soft-similarity signals." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6499,33 +6607,31 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ - "issue:28218", + "issue:28282", "issue:32090", "issue:33357", "issue:33666", - "issue:34567", + "issue:35141", "issue:36010", "issue:36331", "issue:39692", "issue:41720", "issue:43122", "issue:43262", - "issue:43278", "issue:43295", "issue:43452", "issue:43493", - "issue:43504", "issue:43525", "issue:43540", - "issue:43550", "issue:43572", "issue:43577", "issue:43606", "issue:43688", "issue:43720", "issue:43742", + "issue:43749", "issue:43756", "issue:43825", "issue:43906", @@ -6537,280 +6643,248 @@ "issue:44479", "issue:44554", "issue:44568", - "issue:44610", "issue:44625", "issue:44821", "issue:44849", "issue:44913", + "issue:44964", "issue:44977", "issue:45357", - "issue:45588", + "issue:45405", + "issue:45704", + "issue:45803", "issue:45812", "issue:45823", - "issue:46002", + "issue:45987", "issue:46050" ], "soft_pairs": [ - "issue:43550|issue:43927", - "issue:44464|issue:44977", - "issue:43550|issue:44361", - "issue:44479|issue:44625", - "issue:43577|issue:45588", - "issue:43577|issue:44554", "issue:43122|issue:43906", - "issue:43504|issue:43550", - "issue:43504|issue:43720", - "issue:32090|issue:34567", - "issue:43504|issue:44610", - "issue:41720|issue:44464", "issue:44466|issue:46050", + "issue:28282|issue:35141", "issue:43452|issue:44451", "issue:32090|issue:33666", "issue:43742|issue:44821", "issue:45823|issue:46050", - "issue:43278|issue:43688", + "issue:41720|issue:44464", "issue:33666|issue:36010", "issue:43606|issue:43927", "issue:43493|issue:43825", "issue:43720|issue:43927", "issue:44849|issue:45357", "issue:43525|issue:43572", - "issue:44625|issue:46002", "issue:43756|issue:44913", - "issue:43262|issue:43295", "issue:44568|issue:45812", + "issue:43262|issue:43295", + "issue:28282|issue:33357", + "issue:43688|issue:43749", + "issue:28282|issue:32090", "issue:43720|issue:44361", "issue:33666|issue:36331", + "issue:43577|issue:44554", "issue:39692|issue:43493", - "issue:28218|issue:33357", - "issue:43540|issue:44977" + "issue:43540|issue:44977", + "issue:44964|issue:45405", + "issue:44479|issue:44625", + "issue:45803|issue:45987", + "issue:43688|issue:45704" ], - "prepared_review_unit_hash": "078fe2cba414e2ad92decccd65fc9236bb0df668237a57f04dcde87087c07242", + "prepared_review_unit_hash": "48737c71935802e5e80404f1be8dc83183e624ed813249d41b80edf63861165f", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37658, - "estimated_input_tokens": 9415, - "estimated_eval_tokens": 19086 + "soft_pair_count": 29, + "serialized_chars": 36562, + "estimated_input_tokens": 9141, + "estimated_eval_tokens": 18538 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it contains many unrelated Transformers bugs (tokenization, model loading, trainer, multimodal, config, and attention issues). I did not find a convincing duplicate pair among the soft edges, so no edges are accepted.", - "confidence": 0.67, - "canonical_issue_reason": "issue:43550 is a concrete, user-facing runtime failure with a clear code path (torch.compile + SDPA) and is one of the more central similarity anchors in this set, so it works best as the cluster representative.", + "summary": "This is not a single duplicate cluster: the issues span unrelated bugs across tokenization, multimodal loading, training, configs, and serialization. None of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "If forced to pick one representative, issue:46050 is the most concrete and actionable save/load regression, but the set is too heterogeneous for any issue to be a true canonical duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43550 is the most actionable standalone issue here: it has a specific reproduction surface, a clear failure mode, and broad enough runtime impact to serve as the best issue anchor even though the overall cluster is not a true duplicate set.", + "best_issue_reason": "issue:46050 is the strongest standalone issue in the set: it has a clear failure mode, a focused save/pretrained reproduction path, and is still open. It does not, however, subsume the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43550", - "right": "issue:43927", - "accept": false, - "reason": "Different bugs: one is a compile/SDPA runtime failure, the other is a save/load token-ID corruption leading to generation errors." - }, - { - "left": "issue:44464", - "right": "issue:44977", - "accept": false, - "reason": "Different code paths and symptoms: compiled forward chunked generation inconsistency vs flash-attention generation failure." - }, - { - "left": "issue:43550", - "right": "issue:44361", - "accept": false, - "reason": "Unrelated failures: Bamba compile/SDPA runtime bug vs MLukeTokenizer task AttributeError." - }, - { - "left": "issue:44479", - "right": "issue:44625", - "accept": false, - "reason": "Both involve Qwen3.5, but one is a video-input regression and the other is a num_labels propagation issue." - }, - { - "left": "issue:43577", - "right": "issue:45588", - "accept": false, - "reason": "Different areas: BLIP2 dtype loading mismatch vs flash_attention.py crashing on s_aux=None." - }, - { - "left": "issue:43577", - "right": "issue:44554", - "accept": false, - "reason": "Different problems: BLIP2 dtype persistence vs an MPS attention correctness issue." - }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "The second is only an isolated reproduction reference; there isn't enough evidence that it is the same tokenizer bug as the first." - }, - { - "left": "issue:43504", - "right": "issue:43550", - "accept": false, - "reason": "Different loading preset/legacy-field bug vs a compile/SDPA runtime failure." - }, - { - "left": "issue:43504", - "right": "issue:43720", - "accept": false, - "reason": "Different load-time issues: legacy field handling in Beit vs packed-weight unpacking in BitNet." - }, - { - "left": "issue:32090", - "right": "issue:34567", - "accept": false, - "reason": "Trainer broadcast NoneType error and TrainerState token counter not updating are separate trainer bugs." - }, - { - "left": "issue:43504", - "right": "issue:44610", - "accept": false, - "reason": "Beit legacy-field loading bug vs OmDet-Turbo processor/model input-size mismatch." + "reason": "Different problems: tokenization drift across versions vs an isolated reproduction of a different upstream issue." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:44466", + "right": "issue:46050", "accept": false, - "reason": "Different runtime failures: Qwen3 auto device mapping cuda assert vs compiled-forward chunked generation inconsistency." + "reason": "Both involve serialization/loading, but one is tied-weights/device-dependent serialization while the other is a quantized save/load breakage; different code paths." }, { - "left": "issue:44466", - "right": "issue:46050", + "left": "issue:28282", + "right": "issue:35141", "accept": false, - "reason": "Both are serialization-related, but one is tied-weight lm_head serialization and the other is quantized sinq save/load breakage." + "reason": "ImportError due to missing PyTorch vs token-embedding resize reinitialization; unrelated failures." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Different loading failures: gguf_file breaks generic AutoTokenizer/AutoModel loading, while the other is a specific model load failure." + "reason": "Both are load failures, but one is gguf/AutoTokenizer/AutoModel handling and the other is a specific model load regression; no shared underlying bug is evident." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer broadcast NoneType error and Qwen2-VL multi-GPU training are unrelated." + "reason": "Trainer NoneType GPU broadcast error vs Qwen2-VL multi-GPU training issue; different symptoms and likely different fixes." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "Different loader failures: MobileLLM key error vs AutoImageProcessor-from-URL failure." + "reason": "KeyError when loading a model vs AutoImageProcessor URL loading; separate loading paths." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Different mechanisms: device-mapped forward mismatch vs quantized save/load corruption." + "reason": "Gemma4 device mismatch in forward with auto device map is not the same as quantized model save/load breakage." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "One is a dtype drift issue, the other is auxiliary-loss normalization; not the same bug." + "reason": "CUDA assert under auto device mapping vs inconsistent outputs with compiled forward/chunked generation; different execution paths." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training bug vs GenerationMixin import error are unrelated." + "reason": "Multi-GPU Qwen2-VL training vs GenerationMixin import error; unrelated." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch and DiaConfig token-ID loss after save/load are different failure classes." + "reason": "CPU offload device mismatch vs DiaConfig losing custom token IDs on save/load; different root causes." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs pipeline translation-task error-message regression are unrelated." + "reason": "SigLIP2 HF/JAX discrepancy vs pipeline error message for translation tasks; not the same bug." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are different bugs." + "reason": "BitNet packed-weight loading bug vs MLukeTokenizer task AttributeError; unrelated." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 issues: output_hidden_states behavior vs incorrect visual encoder keys on save." + "reason": "Qwen3.5 hidden-states bug vs incorrect visual encoder keys in save_pretrained; separate regressions." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both are missing config fields after a v5 update, but they affect different models and different attributes, so they are not the same concrete bug." + "reason": "Both mention missing pad-token-related attributes, but they affect different config classes and attribute names; too weak to treat as the same bug." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:43756", + "right": "issue:44913", "accept": false, - "reason": "num_labels propagation and NaNs in classification heads are different issues." + "reason": "RoPE-layer mismatch in Smollm3 vs GPTNeoX rotary_pct reverting on reload; related theme, different bug." }, { - "left": "issue:43756", - "right": "issue:44913", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Both touch rotary-related config/implementation, but one drops RoPE layers and the other resets rotary_pct on reload; not the same bug." + "reason": "Tokenizer special-token behavior for mdeberta-v3-base vs Granite token ID regression; different models and failure modes." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio processor sampling-rate defaulting and processor.tokenizer/image-passing regression are different processor-path bugs." + "reason": "Audio chat-template sampling-rate default vs processor/tokenizer image-passing regression; different multimodal processor issues." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch ImportError vs MacOS bus error on a CLIP community model; unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization vs broken FSDP CPU RAM efficient loading; different subsystems." + }, + { + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "Tokenizer regressions, but for different model families and different symptoms (special tokens vs token IDs)." + "reason": "PyTorch missing ImportError vs custom Trainer GPU broadcast NoneType TypeError; unrelated." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Repeated pair: BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + "reason": "Packed-weight loading bug vs tokenizer AttributeError; no shared code-path problem." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "Qwen2-VL multi-GPU training and CustomTrainer compute_loss kwarg mismatch are unrelated trainer/model bugs." + "reason": "Blip2 dtype propagation bug vs MPS attention correctness issue; not the same defect." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "SigLIP2 docs/example errors and SigLIP2 implementation discrepancy are not the same concrete problem." + "reason": "Docs example/model mismatch plus quantization failure vs core SigLIP2 implementation discrepancy; one is documentation/example-specific, the other is an implementation issue." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:43540", + "right": "issue:44977", "accept": false, - "reason": "Tokenizer extra-space behavior and a MacOS bus error in CLIP are unrelated." + "reason": "Video-input processing error in Qwen3OmniMoe vs flash-attention generation problem in Qwen3.5; different failures." }, { - "left": "issue:43540", - "right": "issue:44977", + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading regression vs unrelated PEFT minimum-version bump." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen variants vs num_labels propagation in Qwen3.5 config; different code paths." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion vs StaticCache sequence-length contract mismatch; unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Video-processing ValueError in Qwen3OmniMoe and Qwen3.5 flash-attention generation failure are different code paths." + "reason": "Aux-loss normalization bug vs T5 using a leaking apex RMSNorm; separate issues." } ] }, @@ -6832,8 +6906,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ + "issue:29942", + "issue:30333", "issue:33357", "issue:33666", "issue:39692", @@ -6849,11 +6925,10 @@ "issue:43606", "issue:43646", "issue:43653", - "issue:43701", + "issue:43688", "issue:43756", "issue:43824", "issue:43844", - "issue:43873", "issue:43927", "issue:43994", "issue:44112", @@ -6865,10 +6940,10 @@ "issue:44488", "issue:44493", "issue:44589", + "issue:44625", "issue:44734", "issue:44792", "issue:44843", - "issue:44964", "issue:45083", "issue:45200", "issue:45229", @@ -6876,245 +6951,237 @@ "issue:45520", "issue:45584", "issue:45588", + "issue:45701", "issue:45759", - "issue:45803", "issue:45823", - "issue:45987", "issue:46050" ], "soft_pairs": [ - "issue:43493|issue:43844", - "issue:44964|issue:45405", - "issue:45803|issue:45987", - "issue:43278|issue:43844", "issue:43334|issue:43572", "issue:43756|issue:45083", - "issue:43257|issue:43299", "issue:44488|issue:44843", - "issue:45200|issue:45229", + "issue:43493|issue:43844", "issue:43334|issue:45759", + "issue:45200|issue:45229", + "issue:43257|issue:43299", "issue:39692|issue:43295", "issue:43824|issue:44589", "issue:43646|issue:44466", "issue:43504|issue:43606", + "issue:43278|issue:43844", "issue:45229|issue:45823", "issue:43572|issue:44291", "issue:44589|issue:45520", "issue:43927|issue:44361", "issue:33357|issue:33666", + "issue:43688|issue:45701", "issue:43504|issue:43653", "issue:44423|issue:44734", "issue:43606|issue:44112", - "issue:44464|issue:45584", "issue:43575|issue:45405", - "issue:43994|issue:44493", "issue:44792|issue:45405", - "issue:43278|issue:43701", + "issue:44625|issue:45759", "issue:45588|issue:46050", - "issue:43873|issue:46050" + "issue:43994|issue:44493", + "issue:29942|issue:30333", + "issue:44464|issue:45584" ], - "prepared_review_unit_hash": "5179576808aaa31beffdecd5a92e02d72ffb4a7f5d5a6c3012e3a7817e1bc963", + "prepared_review_unit_hash": "13ea93df2c4bac1aa473bd648b7c3de2a4d3b7e3c53b4a9d5d31ea8ca6160782", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36056, - "estimated_input_tokens": 9014, - "estimated_eval_tokens": 18284 + "soft_pair_count": 28, + "serialized_chars": 35674, + "estimated_input_tokens": 8919, + "estimated_eval_tokens": 18094 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a heterogeneous mix of unrelated model-loading, quantization/offloading, tokenizer/config, and serving regressions. I do not see any true duplicate pairs among the suggested soft edges; they are mostly same-subsystem but different concrete failures.", - "confidence": 0.83, - "canonical_issue_reason": "No strong duplicate cluster emerges from the titles alone; if one issue must serve as the representative, issue 43873 is the broadest unresolved report (quantization/offloading) and the least model-specific.", + "summary": "This cluster is very heterogeneous: most items are unrelated model-specific regressions, config mismatches, tokenizer issues, or load-time failures. None of the soft edges look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.91, + "canonical_issue_reason": "If forced to pick one issue, issue:45701 is the broadest open report, but it is still not a real umbrella for the rest of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best representative of the set because it is open, broadly framed, and covers a cross-cutting runtime problem rather than a narrow model-specific regression.", + "best_issue_reason": "Issue:45701 is the closest thing to a representative anchor because it is broad and open, but the set is too diverse for a meaningful single canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs. ZeRO-3 gradient growth; different symptoms and code paths." + "reason": "Both are version-era config errors, but they affect different models and different missing fields (`pad_token_id` vs `pad_token_idx`)." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43756", + "right": "issue:45083", "accept": false, - "reason": "Phi-4 multimodal load failure vs. an unrelated PEFT version pin regression." + "reason": "Different model families and different bugs: RoPE layer mismatch vs a helper-function behavior issue." }, { - "left": "issue:45803", - "right": "issue:45987", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Bare-except in Fuyu tensor conversion vs. StaticCache return-type contract bug; unrelated." + "reason": "Both involve model loading, but one is a specific model failing to load and the other is an HF_HUB_OFFLINE regression in tokenizer patching." }, { - "left": "issue:43278", + "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift during eval vs. gradient explosion under DeepSpeed; not the same bug." + "reason": "Unrelated problems: SigLIP2 implementation mismatch vs DeepSpeed/ZeRO-3 gradient growth." }, { "left": "issue:43334", - "right": "issue:43572", - "accept": false, - "reason": "Different model configs and different missing fields (pad_token_id vs pad_token_idx)." - }, - { - "left": "issue:43756", - "right": "issue:45083", - "accept": false, - "reason": "RoPE layer omission in Smollm3 vs. feature-extractor length helper behavior; unrelated." - }, - { - "left": "issue:43257", - "right": "issue:43299", - "accept": false, - "reason": "Both involve Qwen3 MoE loading, but one is accelerate/deepspeed conversion and the other is multimodal config loading; not one concrete fix." - }, - { - "left": "issue:44488", - "right": "issue:44843", + "right": "issue:45759", "accept": false, - "reason": "General model load failure vs. offline-mode breakage from unconditional model_info() call; different failure mechanisms." + "reason": "Both touch Qwen multimodal configs, but one is a missing config field and the other is from_config unwrapping behavior." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Text-only mm_token_type_ids default bug vs. Gemma4 multi-GPU CUDA OOM; unrelated." + "reason": "Different symptom and scope: fine-tuning token-type defaults vs multi-GPU inference OOM." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Both are multimodal Qwen config issues, but one is missing pad_token_id and the other is text_config unwrapping for from_config; not the same bug." + "reason": "Both mention Qwen3 MoE loading, but one is accelerate+deepspeed conversion and the other is a dev-version loading regression." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation/example errors vs. processor.tokenizer regression; different artifacts and fixes." + "reason": "Documentation-example errors are not the same bug as the processor/tokenizer regression in custom model code." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "ImportError for a missing class vs. missing float8 storage type; unrelated." + "reason": "Different failure modes: missing import for a model class vs missing Float8 storage support." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model init regression vs. tied-weight serialization inconsistency; different code paths." + "reason": "Custom model initialization breakage is unrelated to device-dependent serialization of `lm_head.weight`." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy field preventing BEiT load vs. CPU offload device mismatch in bark-small; unrelated." + "reason": "Different models and different root causes: legacy preset field vs CPU offload device mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift is not the same bug as ZeRO-3 gradient inflation." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "OOM during Gemma4 multi-GPU inference vs. device mismatch with auto device_map; same model family but different bugs." + "reason": "Both are Gemma4-related, but one is OOM and the other is a forward device mismatch." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig vs. init_empty_weights constructor arg mismatch; unrelated regression surfaces." + "reason": "Both are 5.0 load-time regressions, but the missing config field and the unexpected `_is_hf_initialized` arg are different code paths." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage lookup failure vs. flash_attn import key error on Python 3.13; different issues." + "reason": "Unrelated import/runtime failures: float8 storage lookup vs flash_attn import key error on Python 3.13." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig token-ID persistence bug vs. MLukeTokenizer AttributeError; unrelated." + "reason": "Both are model/tokenizer errors, but they concern different artifacts and different exception paths." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS bus error on CLIP vs. Qwen2-VL multi-GPU training; no shared bug." + "reason": "Completely different models and issues: MacOS CLIP bus error vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and tokenization changes are different bug classes." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Different tokenizer/model load failures: BEiT legacy field vs. BigBird special-token registration." + "reason": "A pretrained preset load failure is unrelated to a tokenizer special-token registration bug." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Two serve crashes, but one is multimodal input handling and the other is KV-cache continuation indexing; not mergeable as one fix." + "reason": "Both affect serving, but they crash in different code paths with different root causes." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Runtime CPU-offload mismatch vs. a stale CI test in GraniteSpeech; not the same underlying bug." - }, - { - "left": "issue:44464", - "right": "issue:45584", - "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs. Whisper empty-transcription failure after token alignment; unrelated." + "reason": "A real runtime device mismatch is not the same as a stale CI test." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "TP OOM on a large model vs. an unreleased PEFT minimum-version bump; unrelated." - }, - { - "left": "issue:43994", - "right": "issue:44493", - "accept": false, - "reason": "SigLIP2 bad outputs vs. unexpected position-id keys across many models; too generic to be the same defect." + "reason": "OOM when loading a model is unrelated to an unmet dependency version bump." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus image-generation test failure vs. PEFT version pin; unrelated." + "reason": "A Janus generation test failure is not the same issue as the PEFT version pin problem." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:44625", + "right": "issue:45759", "accept": false, - "reason": "Eval dtype regression vs. resume_from_checkpoint key mismatch; unrelated." + "reason": "Both involve Qwen3.5/3.6 config plumbing, but one is num_labels propagation and the other is text_config unwrapping." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention s_aux=None crash vs. quantized model save/load breakage; different code paths." + "reason": "Flash-attention sinkless-model crash and sinq quantization save/load breakage are unrelated." }, { - "left": "issue:43873", - "right": "issue:46050", + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 inference nonsense and position-id key warnings are different symptoms with different likely causes." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention test failures have no overlap with MLFlow reporting after training failure." + }, + { + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "General offloading/quantization behavior vs. sinq save_pretrained/from_pretrained regression; not the same concrete bug." + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription generation failure." } ] }, @@ -7136,31 +7203,31 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ "issue:15354", "issue:28218", "issue:29159", - "issue:29942", - "issue:30333", "issue:32090", + "issue:33357", "issue:34567", "issue:37428", "issue:38175", - "issue:42490", "issue:43232", + "issue:43278", "issue:43295", "issue:43334", "issue:43450", "issue:43493", "issue:43525", "issue:43540", + "issue:43550", "issue:43572", - "issue:43582", - "issue:43696", + "issue:43688", "issue:43701", "issue:43824", "issue:43844", + "issue:43873", "issue:43957", "issue:43975", "issue:44315", @@ -7170,9 +7237,7 @@ "issue:44610", "issue:44849", "issue:44898", - "issue:44936", "issue:44964", - "issue:44977", "issue:44987", "issue:45072", "issue:45084", @@ -7185,241 +7250,256 @@ "issue:45412", "issue:45446", "issue:45520", - "issue:45823" + "issue:45823", + "issue:46050" ], "soft_pairs": [ - "issue:29942|issue:30333", - "issue:42490|issue:43696", "issue:44521|issue:45290", "issue:43844|issue:44964", "issue:44554|issue:45446", "issue:28218|issue:34567", - "issue:43540|issue:45200", + "issue:43688|issue:43873", "issue:45084|issue:45520", + "issue:43540|issue:45200", "issue:29159|issue:32090", - "issue:43582|issue:44977", "issue:15354|issue:38175", - "issue:37428|issue:43957", "issue:43232|issue:44849", "issue:45200|issue:45823", "issue:45072|issue:45198", + "issue:43873|issue:46050", + "issue:43278|issue:43701", "issue:44315|issue:44849", - "issue:43493|issue:43701", "issue:44554|issue:45356", "issue:43295|issue:44610", + "issue:28218|issue:33357", "issue:44898|issue:45412", "issue:43572|issue:44987", - "issue:37428|issue:43824", + "issue:43493|issue:43701", "issue:44466|issue:45127", "issue:43572|issue:43957", "issue:45200|issue:45325", - "issue:43844|issue:44936", + "issue:37428|issue:43957", "issue:43295|issue:43450", + "issue:43550|issue:43844", "issue:43334|issue:43525", - "issue:43824|issue:43975" + "issue:43824|issue:43975", + "issue:43295|issue:43873", + "issue:38175|issue:45412" ], - "prepared_review_unit_hash": "c6c41cbbf350cd7901c5c7bca8600c6a4035537a96eae96e57439724738505c7", + "prepared_review_unit_hash": "d2113b111b7d4b13eb7b10d30a4742a08a61b43b07a7d5e63b969e9acbdaa0c0", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36533, - "estimated_input_tokens": 9134, - "estimated_eval_tokens": 18524 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36595, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This looks like a heterogeneous grab-bag of Transformers issues rather than a single duplicate cluster. The pairs mostly share only broad themes (tokenization, multimodal processing, imports, training), not the same underlying bug or fix.", + "summary": "This cluster is highly heterogeneous: tokenizer, multimodal processing, loading/config, training, quantization, and attention bugs are mixed together. None of the soft pairs look like true duplicates or the same fixable code-path change, so I reject all soft edges and see no clear global canonical issue.", "confidence": 0.93, - "canonical_issue_reason": "issue:29159 is the broadest tokenization-related report in the set, so it's the closest thing to a canonical issue, but it still does not represent the many unrelated bugs in the cluster.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative; 29159 is the most generic, but the cluster is too diverse for a meaningful canonical issue.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:29942", - "right": "issue:30333", - "accept": false, - "reason": "Flash-Attention test failures and MLflow reporting after failed training jobs are unrelated problems." - }, - { - "left": "issue:42490", - "right": "issue:43696", - "accept": false, - "reason": "Local-path import warning and CUDA OOM on GPT-oss-20b are different failure modes." - }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve chat templating, but one is zero assistant masks for multimodal inputs and the other is a crash on tool-call messages." + "reason": "Both involve apply_chat_template, but one is about all-zero assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages; different failure modes." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth and Phi-4 multimodal model loading are not the same code-path issue." + "reason": "Unrelated bugs: DeepSpeed/ZeRO-3 gradient growth versus a model-loading import failure for Phi-4 multimodal." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and a PyTorch version check bug in flex_attention are unrelated." + "reason": "Both touch attention/flex_attention, but one is an MPS correctness issue and the other is a bad PyTorch version check on import; not the same bug." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Extra space after added token and TrainerState token counters are distinct tokenizer/training issues." + "reason": "Tokenizer spacing behavior and TrainerState token-count tracking are unrelated." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:43688", + "right": "issue:43873", "accept": false, - "reason": "Video-input processing failure in Qwen3OmniMoe and Gemma 4 token-type defaults are different bugs." + "reason": "Different areas and symptoms: auxiliary-loss normalization versus quantization/offloading behavior." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation error and a flash_attn import KeyError on Python 3.13 are unrelated." + "reason": "A compile/template-node TypeError is unrelated to a flash_attn import key error on Python 3.13." }, { - "left": "issue:29159", - "right": "issue:32090", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "Slow/fast tokenizer inconsistency and _gpu_broadcast_one NoneType errors are unrelated." + "reason": "Both are multimodal-model issues, but one is video processing in Qwen3OmniMoe and the other is Gemma 4 text-only fine-tuning token-type defaults." }, { - "left": "issue:43582", - "right": "issue:44977", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation issues do not share a concrete bug." + "reason": "Tokenizer inconsistency versus Trainer distributed broadcast NoneType error; no shared underlying bug." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are different model/runtime issues." - }, - { - "left": "issue:37428", - "right": "issue:43957", - "accept": false, - "reason": "Flash-support import failure and meta-device loading regressions are separate import/loading bugs." + "reason": "TorchScript generator-expression export error and SigLIP2 zero probabilities are unrelated." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs sync bug and Qwen3.5 hidden-state output bug are unrelated generation/model issues." + "reason": "Generation kwargs after sync_gpus and Qwen3.5 hidden-state handling are different code paths and symptoms." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma 4 issues, but one is token-type defaults for text fine-tuning and the other is a device-map forward mismatch." + "reason": "Both mention Gemma4, but one is missing mm_token_type_ids defaults and the other is a device-map forward mismatch; different fixes." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatches and Wav2Vec2 save/tokenization failure are not the same bug." + "reason": "Bfloat16 dtype mismatches in inference are unrelated to Wav2Vec2 save/tokenization failures." }, { - "left": "issue:44315", - "right": "issue:44849", + "left": "issue:43873", + "right": "issue:46050", "accept": false, - "reason": "Liger Kernel application timing and Qwen3.5 hidden-state behavior are unrelated." + "reason": "Quantization/offloading not working is not the same as sinq save_pretrained/from_pretrained breakage." }, { - "left": "issue:43493", + "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are different problems." + "reason": "Embedding dtype drift in eval and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel application failure in model_init is unrelated to Qwen3.5 output_hidden_states behavior." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression are unrelated." + "reason": "MPS attention correctness and Kimi tokenizer codec/regression issues are different bugs." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor/tokenizer API regression and OmDet-Turbo input-size mismatch are different preprocessing bugs." + "reason": "Both involve processors, but one is processor/tokenizer API regression and the other is an image-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug and MacOS bus error in CLIP are unrelated." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory-release behavior are unrelated." + "reason": "Perceiver interpolation failure and RT-DETR memory release are different classes of issue." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and a loading failure for physical-intelligence/fast are not the same bug." + "reason": "A missing config attribute after 5.0 update is not the same as a model-loading failure for a specific repo on 5.1.0." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "Different missing-import symbols indicate separate import regressions." + "reason": "SigLIP2 implementation discrepancy and checkpoint resume key mismatch are unrelated." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Tied-weight serialization depends on device, while model collapse after LoRA merge is a different weights/merge issue." + "reason": "Serialization of tied lm_head weights by device is not the same as LoRA merge collapse with extended vocabulary." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Config attribute regression and meta-device loading breakage are not the same underlying problem." + "reason": "Missing pad_token_idx in StableLmConfig and meta-device loading failures are different root causes." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma 4 token-type handling and Qwen2.5-VL rope index scaling are unrelated multimodal bugs." + "reason": "Gemma4 token-type defaults and Qwen2.5-VL rope indexing are unrelated multimodal bugs." }, { - "left": "issue:43844", - "right": "issue:44936", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "DeepSpeed gradient anomaly and trainer.evaluate() failing after train() are not the same issue." + "reason": "Flash-attention import error and meta-device model-loading breakage do not share the same underlying problem." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression and batched video-shape error are different multimodal preprocessing bugs." + "reason": "Processor/tokenizer regression and batched video shape bug are different failures." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "A torch.compile SDPA failure in Bamba is unrelated to DeepSpeed/ZeRO-3 gradient inflation." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both mention missing pad_token_id, but they affect different model configs and there is no evidence of one shared fixable code path." + "reason": "Both are missing pad_token_id-style errors, but they affect different config classes and model families; not the same concrete bug." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "ImportError for Qwen2.5-VL class and Kimi-K2.5 detokenization regression are unrelated." + "reason": "An import error for a missing Qwen2.5-VL class is unrelated to a tokenizer detokenization regression." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor API regression and quantization offloading malfunction are not the same issue." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero probabilities and RT-DETR memory not being released are unrelated." } ] }, @@ -7438,43 +7518,43 @@ "review_unit_count": 48, "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-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ - "issue:28218", - "issue:35141", "issue:37428", "issue:38175", "issue:42490", "issue:42915", "issue:43262", "issue:43278", - "issue:43295", "issue:43335", - "issue:43388", "issue:43425", "issue:43450", "issue:43493", - "issue:43526", "issue:43550", "issue:43575", "issue:43606", + "issue:43611", "issue:43653", + "issue:43696", "issue:43819", "issue:43824", "issue:43825", "issue:43827", "issue:43856", - "issue:43873", "issue:43901", + "issue:43931", "issue:44112", "issue:44206", + "issue:44351", + "issue:44360", "issue:44442", "issue:44448", "issue:44514", "issue:44521", + "issue:44561", "issue:44610", "issue:44743", "issue:44792", @@ -7486,238 +7566,259 @@ "issue:45245", "issue:45290", "issue:45381", - "issue:45412", "issue:45563", "issue:45584", "issue:45588", - "issue:45593" + "issue:45593", + "issue:45823" ], "soft_pairs": [ - "issue:44792|issue:45563", - "issue:43295|issue:43873", - "issue:43388|issue:43526", + "issue:42490|issue:43696", "issue:42915|issue:43824", - "issue:38175|issue:45412", + "issue:37428|issue:43824", "issue:38175|issue:43493", "issue:44514|issue:44521", - "issue:44442|issue:45198", "issue:43653|issue:44112", - "issue:28218|issue:35141", - "issue:42490|issue:43493", + "issue:44442|issue:45198", "issue:43278|issue:43856", "issue:43827|issue:43901", "issue:43450|issue:43575", - "issue:44206|issue:45584", + "issue:42490|issue:43493", "issue:43819|issue:45083", "issue:43819|issue:44112", "issue:43262|issue:43450", "issue:44610|issue:44857", "issue:45127|issue:45245", + "issue:44206|issue:45584", "issue:37428|issue:43425", + "issue:44792|issue:45563", "issue:43335|issue:43550", "issue:43606|issue:45083", "issue:45290|issue:45381", "issue:44857|issue:45593", "issue:44448|issue:44743", + "issue:45200|issue:45588", "issue:43278|issue:43825", - "issue:45200|issue:45588" + "issue:37428|issue:44351", + "issue:44206|issue:45823", + "issue:43611|issue:43931", + "issue:44360|issue:44561", + "issue:43335|issue:43653" ], - "prepared_review_unit_hash": "09930fcb7c973ab055fc3349085bb885fad422ed5130ec954baad5cff389ca57", + "prepared_review_unit_hash": "639fd5bf5c05e6c637c43f1ed7f3f22250f20015ef3c63044306553b7a7014f6", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36251, - "estimated_input_tokens": 9063, - "estimated_eval_tokens": 18382 + "soft_pair_count": 31, + "serialized_chars": 36929, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of unrelated issue reports (tokenizer, multimodal chat, quantization/offload, model-specific regressions, docs, and infrastructure). I do not see a single duplicate set or mergeable PR pair, so all soft edges should be rejected.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the items span many unrelated bugs and regressions, so no single issue represents the cluster.", + "summary": "This cluster is a mixed bag of unrelated Transformers bug reports across different models, processors, and regression types. The soft-similarity pairs mostly share only a broad subsystem/theme, not the same concrete failure, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43824 is the strongest single anchor here: it has the highest discussion/inbound signal among the closed issues and describes a crisp, user-facing import failure with a concrete missing symbol.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue: there is no clear duplicate center or umbrella bug across these reports.", + "best_issue_reason": "issue:43824 is also the best representative issue overall for triage because it is well-scoped, high-signal, and easy to understand; none of the other items appear to be duplicates of it.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44792", - "right": "issue:45563", - "accept": false, - "reason": "Both mention generation-related behavior, but one is a janus image-generation test failure and the other is a stale warning about num_return_sequences; different code paths and symptoms." - }, - { - "left": "issue:43295", - "right": "issue:43873", - "accept": false, - "reason": "One is a processor.tokenizer regression, the other is quantization/offload behavior; no shared underlying bug." - }, - { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "Both involve labels, but one is a distributed metrics batching bug and the other is BeitImageProcessorFast reduce_labels behavior; different components." + "reason": "Different failures: local-path trailing-slash warning vs CUDA OOM on GPT-oss-20b." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FP8 failure and Qwen2_5_VL import error are unrelated issues." + "reason": "Both are import/runtime breakages, but they affect different models and different missing symbols/code paths." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "SigLIP2 zero probabilities and RT-DETR memory cleanup are completely different bugs." + "reason": "Both are import errors, but for different absent names and unrelated internal modules." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Both concern SigLIP2, but one reports zero probabilities while the other is a broader HF-vs-JAX discrepancy; not enough to treat as the same concrete bug." + "reason": "Same model family, but one is zero probabilities in a specific model while the other is a broader HF-vs-JAX discrepancy; not the same concrete bug." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both touch apply_chat_template for multimodal inputs, but one crashes on batched padding=False input and the other yields all-zero assistant masks; different failure modes." - }, - { - "left": "issue:44442", - "right": "issue:45198", - "accept": false, - "reason": "Different tokenizer/model pathways: AutoTokenizer loading FastSpeech2ConformerTokenizer vs Wav2Vec2 save_pretrained/tokenization failure." + "reason": "Both involve apply_chat_template, but one crashes on batched padding=False input while the other returns all-zero assistant masks; different bugs." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI device-override test are unrelated." - }, - { - "left": "issue:28218", - "right": "issue:35141", - "accept": false, - "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are unrelated bugs." + "reason": "Tokenizer special-token registration bug vs a GraniteSpeech CI device-override regression; unrelated." }, { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "A local-path import warning and a SigLIP2 implementation discrepancy do not share the same code-path problem." + "reason": "Different tokenizer/model-loading failures on different architectures and failure modes." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype drift during evaluate and Qwen3 MoE memory usage are different training/runtime issues." + "reason": "Training/eval dtype mismatch is unrelated to Qwen3 MoE memory usage." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs/API regressions around pipelines, but they cover different documented behaviors and different tasks." + "reason": "Both are docs regressions, but they target different API surfaces and different corrective changes." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Incorrect video batch shape and TP-induced OOM are unrelated." + "reason": "Video-processor shape bug vs tensor-parallel OOM while loading a large model; not the same issue." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "LasrFeatureExtractor center-arg crash and Whisper empty-transcription failure after align_special_tokens are distinct bugs." + "reason": "Local model import warning is unrelated to the SigLIP2 implementation discrepancy." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC.from_latents mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "Different model internals and different helper-function behavior; not one shared defect." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "A DAC consistency issue and a GraniteSpeech CI test issue are unrelated." + "reason": "DAC forward/from_latents mismatch is unrelated to a GraniteSpeech test/device override failure." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate default and video batch-shape handling are different processor bugs." + "reason": "Audio chat-template sampling-rate bug vs batched video processor shape bug; different modalities and code paths." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet-Turbo input sizing and LwDetrImageLoss AMP/CUDA crash are not the same underlying defect." + "reason": "Processor output-size mismatch vs AMP/CUDA crash in a loss module; separate problems." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/vocabulary collapse with tied embeddings and a category-cardinality runtime error are unrelated." + "reason": "LoRA merge/tied-embeddings collapse is unrelated to the category-cardinality runtime limit." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature-extractor argument regression vs Whisper empty-transcription failure after token alignment; distinct bugs." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "A missing flash-attention import symbol and Torch 2.10 compatibility are different dependency issues." + "reason": "ImportError for a missing flash-attention helper is not the same as a Torch 2.10 compatibility issue." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Failed image-generation test for Janus vs a stale warning in paged generate(); different behaviors." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Bamba torch.compile/SDPA failure are unrelated model/runtime problems." + "reason": "SwitchTransformers sparse-layer construction bug vs Bamba torch.compile+SDPA failure; unrelated code paths." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU-offload device mismatch and qwen3_omni_moe feature-length behavior are unrelated." + "reason": "CPU-offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Tool-call chat template crash and Qwen2.5-VL vision_position_ids issue are both multimodal, but not the same bug or code path." + "reason": "Tool-call chat-template crash and Qwen2.5-VL video vision_position_ids bug are different symptoms and fixes." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different detection training bugs: AMP/CUDA loss crash vs missing auxiliary losses when denoising is off." + "reason": "AMP/CUDA loss crash vs missing auxiliary losses when denoising is off; not the same underlying defect." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus v4/v5 output differences and qwen3_5 recurrent-state reset are unrelated model behaviors." + "reason": "Pegasus v4/v5 output change is unrelated to Qwen3.5 recurrent-state reset under cache." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 token-type defaulting issue is unrelated to a flash-attention AttributeError on sink-less models." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift and a pipeline error-message regression are unrelated." + "reason": "Embedding dtype drift is unrelated to the pipeline deprecation/error-message regression." }, { - "left": "issue:45200", - "right": "issue:45588", + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures for different missing symbols; same broad area, but not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device mismatches, but they affect different models and different forward paths." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base_model_prefix loading regression and Qwen3-VL weight-shape mismatch are separate model-loading failures." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation bug is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." + }, + { + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "Gemma 4 token-type-id defaults and flash_attention s_aux=None crashes are different subsystems and bugs." + "reason": "Sparse-layer config bug vs tokenizer special-token registration bug; no shared underlying code path." } ] }, @@ -7736,336 +7837,350 @@ "review_unit_count": 48, "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-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ + "issue:28218", "issue:29127", "issue:29942", "issue:32090", "issue:34689", "issue:35141", - "issue:37428", "issue:38175", "issue:39692", "issue:40444", "issue:42490", "issue:43335", + "issue:43388", + "issue:43412", "issue:43504", "issue:43526", "issue:43550", "issue:43606", - "issue:43611", - "issue:43653", "issue:43701", "issue:43720", - "issue:43723", "issue:43819", "issue:43854", - "issue:43931", + "issue:43927", "issue:44112", - "issue:44206", "issue:44292", - "issue:44351", - "issue:44360", "issue:44448", "issue:44462", "issue:44493", - "issue:44554", "issue:44561", + "issue:44568", "issue:44779", "issue:44855", "issue:44857", "issue:44977", "issue:45072", "issue:45083", + "issue:45198", "issue:45229", "issue:45310", + "issue:45372", "issue:45478", + "issue:45491", "issue:45520", + "issue:45563", "issue:45588", - "issue:45593", - "issue:45823", + "issue:45698", + "issue:45803", "issue:45859" ], "soft_pairs": [ - "issue:37428|issue:44351", - "issue:44206|issue:45823", - "issue:29942|issue:32090", - "issue:43611|issue:43931", - "issue:44360|issue:44561", - "issue:43335|issue:43653", "issue:39692|issue:43526", "issue:43550|issue:44112", - "issue:43335|issue:43504", + "issue:43388|issue:43526", "issue:45310|issue:45478", + "issue:43335|issue:43504", + "issue:44855|issue:45083", "issue:43819|issue:44493", "issue:43335|issue:45083", - "issue:44855|issue:45083", "issue:45588|issue:45859", - "issue:29127|issue:32090", "issue:39692|issue:44493", - "issue:44292|issue:45520", + "issue:29942|issue:32090", "issue:43335|issue:45072", "issue:43720|issue:44112", - "issue:43335|issue:45593", + "issue:43335|issue:44112", "issue:44448|issue:44779", "issue:38175|issue:44493", + "issue:44292|issue:45520", + "issue:28218|issue:35141", "issue:44977|issue:45229", "issue:42490|issue:43854", - "issue:44462|issue:44561", "issue:44561|issue:44779", - "issue:40444|issue:43526", + "issue:44462|issue:44561", "issue:43606|issue:44857", - "issue:34689|issue:35141", - "issue:43723|issue:44554", - "issue:44448|issue:44977", "issue:44857|issue:45072", + "issue:44448|issue:44977", "issue:43701|issue:45083", - "issue:43550|issue:45083" + "issue:43927|issue:45698", + "issue:43550|issue:45083", + "issue:44568|issue:45491", + "issue:34689|issue:35141", + "issue:29127|issue:32090", + "issue:40444|issue:43526", + "issue:45372|issue:45588", + "issue:44977|issue:45563", + "issue:45198|issue:45803", + "issue:43412|issue:45588" ], - "prepared_review_unit_hash": "3b6647dc662f67c01e1a5b19e61afdb99766a4873d78be1d9a84d53c6de7ecee", + "prepared_review_unit_hash": "69f8fa5f1d6fff8b99ae23e8118b9db0ad64af13d78368bf5bfeb1047dc57674", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 37266, - "estimated_input_tokens": 9317, - "estimated_eval_tokens": 18890 + "soft_pair_count": 36, + "serialized_chars": 38139, + "estimated_input_tokens": 9535, + "estimated_eval_tokens": 19326 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous regression reports across unrelated models/subsystems. I only found one clear duplicate-style pair: the two nearly identical Qwen3.5 MoE `from_pretrained` errors (45310/45478).", - "confidence": 0.95, - "canonical_issue_reason": "Issue 45310 is the best canonical representative because it is the earlier, slightly more referenced report for the same Qwen3.5 MoE `from_pretrained` regression that also appears in 45478.", + "summary": "The cluster is mostly a loose mix of unrelated Transformers issues. One pair, `issue:45310`/`issue:45478`, is a likely near-duplicate for the same Qwen3.5 MoE `from_pretrained` regression, but the packet only supports that from strong title/body similarity rather than an explicit duplicate link.", + "confidence": 0.93, + "canonical_issue_reason": "`issue:45310` is the better canonical issue for the shared Qwen3.5 MoE `from_pretrained` bug: it is the earlier report and appears to be the broader anchor for the same failure mode as `issue:45478`.", "canonical_pr_reason": null, - "best_issue_reason": "45310 is the strongest issue candidate overall since it most clearly matches another item as a true duplicate and has the cleaner, earlier report context.", + "best_issue_reason": "`issue:45310` is the best issue anchor here because it is the earliest and strongest match for the shared Qwen3.5 MoE `from_pretrained` regression, with the later issue looking like a near-duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:37428", - "right": "issue:44351", - "accept": false, - "reason": "Both are import-related, but they fail on different missing symbols (`_flash_supports_window_size` vs `HybridCache`) and appear to be unrelated breakages." - }, - { - "left": "issue:44206", - "right": "issue:45823", - "accept": false, - "reason": "Different bugs: one is a bad `center` argument crash in `LasrFeatureExtractor`, the other is a `device_map=\"auto\"` forward device mismatch in Gemma4 PLE." - }, - { - "left": "issue:29942", - "right": "issue:32090", - "accept": false, - "reason": "Flash Attention 2 test failures and a `NoneType` `_gpu_broadcast_one` error are distinct code paths with no concrete overlap." - }, - { - "left": "issue:43611", - "right": "issue:43931", - "accept": false, - "reason": "Both concern model loading, but one is about `base_model_prefix` handling and the other is a weight-shape mismatch for a specific Qwen model." - }, - { - "left": "issue:44360", - "right": "issue:44561", - "accept": false, - "reason": "Completely different areas: DSA indexer/ReLU discussion versus a v5 regression from removing `is_torch_fx_available`." - }, - { - "left": "issue:43335", - "right": "issue:43653", - "accept": false, - "reason": "One is a SwitchTransformers config bug; the other is a BigBird tokenizer special-token registration issue." - }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Documentation/example errors for SigLIP2 do not match a BeitImageProcessorFast `reduce_labels` logic bug." + "reason": "Docs/example errors in SigLIP2 are unrelated to BeitImageProcessorFast `reduce_labels` behavior." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Different failures in different subsystems: torch.compile/SDPA for Bamba versus a GraniteSpeech CI device-override test." + "reason": "Bamba SDPA/compile failure and GraniteSpeech CI device-override test are different code paths." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Both mention BEiT/SwitchTransformers-adjacent model setup, but the underlying bugs are unrelated (sparse layer creation vs legacy preset loading)." + "reason": "`gather_for_metrics` label truncation is unrelated to BeitImageProcessorFast `reduce_labels`." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Near-identical title and scope: both report the same `transformers>=5.4.0` Qwen3.5 MoE `from_pretrained` error." + "reason": "Likely the same Qwen3.5 MoE `from_pretrained` regression; the titles match exactly and the reports appear to describe the same failure mode, though there is no explicit duplicate link in the packet." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "DAC latent/STE mismatch and unexpected position-id keys are unrelated issues." + "reason": "SwitchTransformers sparse-layer config bug and BEiT legacy-field loading bug are unrelated." }, { - "left": "issue:43335", + "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is not the same as a qwen3_omni_moe feature-length helper discrepancy." + "reason": "DebertaV2 import parsing error and qwen3_omni_moe feature-length helper issue are different bugs." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "Python 3.13 `IndentationError` on import is a different problem from qwen3_omni_moe feature-length behavior." + "reason": "DAC latent decoding mismatch is unrelated to the position-id key warning regression." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Both involve flash-attention-related code, but one is an `s_aux=None` crash in sink-less models and the other is CPU-offload incompatibility in Qwen3_5Moe rotary embedding." + "reason": "Different models and failures: SwitchTransformers config vs qwen3_omni_moe helper behavior." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "An error-message clarity issue in LayoutLMv3 is not the same as a `NoneType` GPU broadcast crash." + "reason": "flash_attention `s_aux=None` crash and Qwen rotary embedding CPU-offload incompatibility are separate issues." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 example/documentation problems are unrelated to the unexpected position-id key regression." + "reason": "SigLIP2 docs/example problems are unrelated to the position-id key issue." }, { - "left": "issue:44292", - "right": "issue:45520", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "Different root causes: Qwen-3-8B-NVFP4 runtime error versus a Python 3.13 flash-attn import `KeyError`." + "reason": "Flash Attention 2 test failures and Trainer `_gpu_broadcast_one` TypeError are unrelated." }, { "left": "issue:43335", "right": "issue:45072", "accept": false, - "reason": "SwitchTransformers sparse-layer config and bfloat16 dtype mismatch in TimmWrapperModel are not the same bug." + "reason": "SwitchTransformers config creation and bfloat16 dtype mismatch are different bugs." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight loading and a GraniteSpeech CI test regression are separate issues." + "reason": "BitNet packed-weight loading and GraniteSpeech stale CI test do not share the same root cause." }, { "left": "issue:43335", - "right": "issue:45593", + "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers config behavior is unrelated to D-FINE missing auxiliary losses when denoising is off." + "reason": "SwitchTransformers config bug and GraniteSpeech CI failure are unrelated." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus v4/v5 output differences and Deepseek tokenizer regression are different model behaviors." + "reason": "Both are v5 regressions, but they affect different models and failure modes, so not the same bug." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is not the same as the position-id key warning across many models." + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to the unexpected position-id key warning." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and Python 3.13 `flash_attn` import error are different issues." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are unrelated." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation issues in Qwen3.5 and CUDA OOM in Gemma4 31B-IT are unrelated." + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM are different problems." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "A local-path trailing-slash warning and GLM-4.7-Flash model loading failure are not the same underlying bug." + "reason": "Trailing-slash local path warning and GLM-4.7-Flash test loading failure are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of `is_torch_fx_available` affects trust-remote-code loading; Deepseek tokenizer regression is a different bug." }, { "left": "issue:44462", "right": "issue:44561", "accept": false, - "reason": "Tokenizer.json selection behavior and removal of `is_torch_fx_available` affect different loading paths." + "reason": "AutoTokenizer ignoring `tokenizer.json` is unrelated to the `is_torch_fx_available` removal breakage." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "A v5 API removal breaking `trust_remote_code` models is not the same as a Deepseek tokenizer regression." + "reason": "CPU offload device mismatch and LwDetr float16 AMP crash are different code paths." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "IterableDataset multi-image finetuning failure and BeitImageProcessorFast `reduce_labels` are different bugs." + "reason": "LwDetr AMP crash and SwitchTransformers/TimmWrapper dtype mismatch are unrelated." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different model regressions: Pegasus v4/v5 output drift vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "DiaConfig token-ID persistence bug and wrong custom module loading after save/load are not the same issue." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and qwen3_omni_moe helper issue are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "CPU offload device mismatch for bark-small and float16 AMP crash in LwDetrImageLoss are distinct issues." + "reason": "Tokenizer BOS/EOS behavior in mdeberta-v3-base and Gemma3 NaN embeddings have different root causes." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Llama 3.2 Vision loading breakage and embedding reinitialization after resize are not the same code-path problem." + "reason": "Llama 3.2 Vision loading breakage and output-embedding reinit after resize are unrelated." }, { - "left": "issue:43723", - "right": "issue:44554", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "AutoTokenizer v5 loading failure and an MPS attention correctness issue are unrelated." + "reason": "LayoutLMv3 error-message clarity and Trainer `_gpu_broadcast_one` TypeError are unrelated." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "Both are v4/v5 behavior regressions, but they concern different models and different failure modes." + "reason": "Qwen2.5-VL multi-image iterable dataset failure and BeitImageProcessorFast `reduce_labels` bug are unrelated." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Different runtime failures: CUDA AMP crash in LwDetrImageLoss versus dtype mismatch in bfloat16 inference." + "reason": "Gemma 4 processor-loading import error and flash_attention `s_aux=None` crash are different failures." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "`resume_from_checkpoint` key mismatch is unrelated to the qwen3_omni_moe helper-function issue." + "reason": "Qwen3.5 flash-attention generation bug and stale `num_return_sequences` warning are not the same issue." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except error handling are unrelated." + }, + { + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and qwen3_omni_moe feature-length helper behavior are different bugs." + "reason": "Gemma3n executorch export failure and flash_attention `s_aux=None` crash are different problems." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: 45310/45478 are the only clearly duplicate-style pair, with identical titles and closely aligned scope, and the canonical-choice rationale is conservative. The false soft-edge verdicts also read as appropriately cautious given only title/body-level evidence." + "accept": false, + "feedback": "The cluster-level summary is a bit too strong for the packet. In particular, `issue:45310` is not open in the packet (it is closed), and the `45310`/`45478` pair is only supported by title/body similarity, not an explicit duplicate relation. So calling it a \"clear duplicate\" or saying it is the same concrete bug as its duplicate overstates the evidence. The other soft-edge rejections look conservative, but this one pair should be phrased more cautiously (e.g. likely same bug / near-duplicate)." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -8078,45 +8193,47 @@ "review_unit_count": 48, "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-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ - "issue:10000", - "issue:15354", "issue:25251", - "issue:28218", "issue:29942", + "issue:30064", "issue:32090", "issue:33357", "issue:35141", + "issue:36010", "issue:37428", - "issue:41720", + "issue:39692", "issue:42490", + "issue:42915", + "issue:42994", "issue:43065", + "issue:43066", "issue:43278", - "issue:43329", "issue:43381", - "issue:43412", + "issue:43421", "issue:43575", "issue:43653", - "issue:43873", - "issue:43927", "issue:43976", "issue:43994", "issue:44186", "issue:44206", + "issue:44265", + "issue:44361", "issue:44448", + "issue:44451", + "issue:44462", "issue:44466", "issue:44479", - "issue:44568", + "issue:44734", "issue:44743", "issue:44857", + "issue:44871", "issue:44977", - "issue:44987", "issue:45198", - "issue:45229", "issue:45245", "issue:45372", "issue:45406", @@ -8124,33 +8241,17 @@ "issue:45440", "issue:45459", "issue:45491", + "issue:45520", "issue:45563", "issue:45588", - "issue:45698", "issue:45712", - "issue:45803", "issue:45823" ], "soft_pairs": [ - "issue:43927|issue:45698", - "issue:28218|issue:32090", - "issue:37428|issue:44987", - "issue:44568|issue:45491", - "issue:29942|issue:35141", - "issue:45372|issue:45588", - "issue:32090|issue:33357", - "issue:43873|issue:45229", - "issue:44977|issue:45563", - "issue:45198|issue:45803", "issue:45459|issue:45712", - "issue:43412|issue:45588", - "issue:41720|issue:45229", - "issue:43976|issue:45440", - "issue:43278|issue:43329", - "issue:10000|issue:15354", - "issue:45372|issue:45406", + "issue:36010|issue:37428", + "issue:29942|issue:35141", "issue:42490|issue:43575", - "issue:43065|issue:43994", "issue:45372|issue:45459", "issue:43065|issue:45412", "issue:44857|issue:45588", @@ -8158,226 +8259,220 @@ "issue:44448|issue:44466", "issue:43653|issue:44743", "issue:45588|issue:45823", - "issue:44206|issue:44479", + "issue:43976|issue:45440", "issue:43278|issue:43381", - "issue:25251|issue:32090", "issue:43994|issue:45412", - "issue:44186|issue:45198" + "issue:25251|issue:32090", + "issue:44186|issue:45198", + "issue:43066|issue:44462", + "issue:44451|issue:45520", + "issue:44206|issue:44479", + "issue:42915|issue:42994", + "issue:44361|issue:45198", + "issue:44871|issue:44977", + "issue:43065|issue:43994", + "issue:44265|issue:45198", + "issue:43421|issue:45491", + "issue:44734|issue:45406", + "issue:33357|issue:39692", + "issue:29942|issue:30064" ], - "prepared_review_unit_hash": "01f68d53a37abd8bb1e00ae445a24bba9609ae1d8141dd397dd6ae018edf58dd", + "prepared_review_unit_hash": "2f598be05ec2cfcf3093c505b071df550c5b4aa39f9894244e0f68fed3304d3a", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36694, - "estimated_input_tokens": 9174, - "estimated_eval_tokens": 18604 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36222, + "estimated_input_tokens": 9056, + "estimated_eval_tokens": 18368 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: most items are unrelated bug reports across different components, and none of the soft pairs look like the same underlying issue/change. No clear canonical issue stands out.", - "confidence": 0.91, + "summary": "These items are a heterogeneous mix of unrelated bugs across tokenization, model loading, attention kernels, training, and documentation. None of the soft pairs look like the same underlying issue/change, so there is no clear canonical duplicate target in this set.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single issue is a strong canonical representative because the set is not one duplicate cluster; the issues span many unrelated subsystems and failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43927", - "right": "issue:45698", - "accept": false, - "reason": "Both touch save/load flows, but one is custom token IDs being lost while the other is the wrong custom module being loaded; different bugs and code paths." - }, - { - "left": "issue:28218", - "right": "issue:32090", - "accept": false, - "reason": "Tokenizer spacing behavior and Trainer GPU broadcast NoneType errors are unrelated." - }, - { - "left": "issue:37428", - "right": "issue:44987", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Both are import/load failures, but they involve different modules and failure modes." + "reason": "Different problems: tokenizer error masking vs leftover dummy classes / repo hygiene." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:36010", + "right": "issue:37428", "accept": false, - "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are distinct problems." + "reason": "Both are import errors, but for different symbols and code paths (`GenerationMixin` vs `_flash_supports_window_size`)." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention test failures and embedding reinitialization in post_init are unrelated." + "reason": "Unrelated: Flash Attention test failures vs embedding reinitialization after resizing tokens." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "Gemma4 processor import dependency breakage is not the same as a flash_attention.py s_aux=None crash." + "reason": "Local-path import warning is unrelated to tensor-parallel OOM when loading a large model." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Trainer broadcast NoneType and MacOS bus error on CLIP are different runtime failures." + "reason": "Gemma 4 processor import failure due to missing `ReasoningEffort` is not the same as protobuf hiding tokenizer errors." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Both mention memory/resource issues, but one is quantization offloading behavior and the other is multi-GPU OOM." + "reason": "Dummy Conv2d in a pixel decoder is unrelated to RT-DETR memory not being released on deletion." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "Qwen3.5 flash-attention generation regression and a stale paged-generate warning are not the same bug." + "reason": "Different runtime failures: LwDetrImageLoss AMP/CUDA crash vs flash attention sink-less `s_aux=None` AttributeError." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and a bare-except swallowing errors in Fuyu are different code paths." + "reason": "Category-limit RuntimeError is unrelated to stale `num_return_sequences` warning in paged generate()." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Tokenizer error masking from protobuf absence is unrelated to leftover dummy classes leaking into dir(transformers)." + "reason": "Different regression surfaces: generation output change vs serialization of `lm_head.weight`/tied weights." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Executorch export guards/erfinv support and a flash_attention s_aux=None crash are separate issues." + "reason": "BigBird tokenizer special-token decode bug is unrelated to Qwen3.5 recurrent state resetting with cache." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Auto device-map cudaErrorAssert and Gemma4 multi-GPU OOM are different failure modes." + "reason": "Flash-attention sink-less crash and Gemma4 PLE device mismatch are different code paths and failures." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility and DeepseekV3MoE divergence are unrelated." + "reason": "Python version support/import issue is unrelated to DeepseekV3MoE behavioral divergence." }, { "left": "issue:43278", - "right": "issue:43329", - "accept": false, - "reason": "Embedding dtype regression and a video-token counting bug do not share the same root cause." - }, - { - "left": "issue:10000", - "right": "issue:15354", + "right": "issue:43381", "accept": false, - "reason": "DistilBertModel error and GeneratorExp torch.jit.script export failure are unrelated." + "reason": "Embedding dtype drift in eval is not the same bug as gradient checkpointing being disallowed in eval mode." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Both involve Gemma4 loading, but one is an import dependency issue and the other is a missing _tokenizer attribute in serve." + "reason": "SigLIP2 output mismatch is unrelated to RT-DETR memory retention." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Path-trailing-slash import warning and Qwen2 tensor-parallel OOM are unrelated." + "reason": "Pipeline `top_k` nested-list output bug is unrelated to trainer `_gpu_broadcast_one` NoneType crash." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Sam3PixelDecoder dummy conv and SigLIP2 nonsensical outputs are different model issues." + "reason": "LayoutLMv2 tokenizer crash on NER/padding is unrelated to Wav2Vec2 save/tokenization failure." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Gemma4 processor import failure and tokenizer protobuf error masking are unrelated." + "reason": "Wrong tokenizer decoder type in v5 is not the same as AutoTokenizer ignoring `tokenizer.json`." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:44451", + "right": "issue:45520", "accept": false, - "reason": "Dummy conv in Sam3PixelDecoder and RT-DETR memory not released are different bugs." + "reason": "Model loading failure for a specific checkpoint is unrelated to Python 3.13 `flash_attn` import-key error." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Float16 AMP crash in LwDetrImageLoss and flash_attention s_aux=None are unrelated." + "reason": "Unsupported `center` arg in LasrFeatureExtractor is unrelated to video input regression in Qwen multimodal models." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Category-count limit error and a stale generate warning are not the same issue." + "reason": "FineGrainedFP8Config failure for Qwen3Moe and quantized model saving failure are different issues." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Both are v5 regressions, but one is output mismatch for Pegasus and the other is serialization of tied weights; not the same concrete bug." + "reason": "MLukeTokenizer AttributeError on tasks is unrelated to Wav2Vec2 save/tokenization failure." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + "reason": "Gemma-3 eos_token_id mismatch is not the same as Qwen3.5 flash-attention generation regression." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Both touch Gemma4, but one is a flash_attention crash and the other is a device-mismatch forward bug." + "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical outputs are unrelated bugs." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor and Qwen VL video regression are different code paths." + "reason": "torch.export export failure with `torch_compilable_check` is unrelated to Wav2Vec2 save/tokenization failure." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Eval dtype drift and gradient-checkpointing-in-eval are unrelated." + "reason": "Runtime special-token post-processor update feature request is unrelated to Gemma3 NaN embeddings with mixed-length batches." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Pipeline top_k output shape change and Trainer GPU broadcast errors are unrelated." + "reason": "KV cache continuation tensor indexing bug in serve is different from Gemma4Processor missing `_tokenizer`." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "SigLIP2 bad outputs and RT-DETR memory retention are separate bugs." + "reason": "MacOS bus error with CLIP model and SigLIP2 doc example errors are not the same bug." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save/tokenization failure are different issues." + "reason": "Flash Attention 2 test failures are unrelated to void segmentation map processing in the image processor." } ] }, @@ -8396,279 +8491,293 @@ "review_unit_count": 48, "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-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ + "issue:10000", + "issue:15354", "issue:29127", "issue:29942", - "issue:30064", "issue:32090", - "issue:33290", "issue:33357", "issue:34567", "issue:36010", - "issue:39692", + "issue:41720", "issue:42490", "issue:42915", - "issue:42994", - "issue:43066", - "issue:43257", + "issue:43262", "issue:43278", + "issue:43329", "issue:43334", "issue:43381", - "issue:43421", "issue:43526", "issue:43531", + "issue:43575", "issue:43653", "issue:43701", + "issue:43723", "issue:43756", "issue:43761", "issue:43824", "issue:43873", + "issue:43931", + "issue:44062", "issue:44186", - "issue:44265", + "issue:44206", "issue:44279", - "issue:44361", "issue:44442", - "issue:44451", - "issue:44462", + "issue:44554", "issue:44610", - "issue:44625", - "issue:44871", + "issue:44857", "issue:44977", + "issue:45072", "issue:45103", - "issue:45198", + "issue:45229", + "issue:45245", "issue:45372", + "issue:45406", "issue:45412", "issue:45440", - "issue:45491", - "issue:45520", - "issue:45584", "issue:45593", "issue:45834", - "issue:45859" + "issue:45859", + "issue:45907" ], "soft_pairs": [ - "issue:43066|issue:44462", - "issue:44451|issue:45520", - "issue:44361|issue:45198", - "issue:42915|issue:42994", - "issue:44871|issue:44977", - "issue:43756|issue:45440", - "issue:44265|issue:45198", - "issue:43421|issue:45491", - "issue:29942|issue:30064", - "issue:33357|issue:39692", - "issue:43257|issue:43278", "issue:29127|issue:34567", "issue:44610|issue:45412", + "issue:10000|issue:15354", + "issue:43756|issue:45440", + "issue:43873|issue:45229", + "issue:45372|issue:45406", + "issue:43723|issue:44554", "issue:42490|issue:43873", - "issue:32090|issue:33290", - "issue:45440|issue:45593", - "issue:43824|issue:44279", + "issue:43278|issue:43575", "issue:43653|issue:44442", "issue:45103|issue:45372", "issue:43761|issue:45859", + "issue:41720|issue:45229", "issue:43526|issue:45834", "issue:43381|issue:43701", - "issue:43526|issue:44186", + "issue:45440|issue:45593", "issue:29942|issue:36010", - "issue:29127|issue:33357", + "issue:43278|issue:43329", + "issue:32090|issue:33357", "issue:43334|issue:43531", - "issue:44625|issue:45584" + "issue:43526|issue:44186", + "issue:43824|issue:44279", + "issue:44977|issue:45245", + "issue:43526|issue:44857", + "issue:44442|issue:45072", + "issue:43262|issue:44206", + "issue:42490|issue:43381", + "issue:44062|issue:45907", + "issue:42915|issue:43931" ], - "prepared_review_unit_hash": "410dbb73abee9c17c4ad39e1cf78dbc3bc8e5eb724aeaa46434e47b36c986fc3", + "prepared_review_unit_hash": "b10abc319c587d3573a87c79c9913d7b343a5141dd3993030c33769c79939e42", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35663, - "estimated_input_tokens": 8916, - "estimated_eval_tokens": 18088 + "soft_pair_count": 29, + "serialized_chars": 36376, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues span unrelated bugs in tokenizers, model loading, quantization, training, image processing, and docs. None of the soft-edge pairs look like true duplicates or the same underlying fix path.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "No soft pair looks like the same underlying bug or change; the set is a grab bag of unrelated model-, tokenizer-, training-, and inference-path issues. I\u2019d keep the open quantization/offloading report as the best representative issue, but there are no convincing duplicate merges here.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43873 is the strongest representative: it is open, has multiple inbound references, and describes a broadly impactful offloading/quantization failure path rather than a narrow model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43873 is the best global issue candidate because it is still open, appears actively relevant, and addresses an infrastructure-level bug that could attract related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Both concern tokenizer loading behavior, but one is a wrong decoder type in v5 and the other is ignoring repository tokenizer.json; different failure modes and fixes." + "reason": "LayoutLMv3 error-message clarity and Trainer token-count tracking are unrelated bugs in different code paths." }, { - "left": "issue:44451", - "right": "issue:45520", + "left": "issue:44610", + "right": "issue:45412", "accept": false, - "reason": "Different problems: one is loading a specific model, the other is a Python 3.13 flash_attn import-key error." + "reason": "OmDet-Turbo input-size mismatch and RT-DETR memory release are different model/runtime problems." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Unrelated tokenizer/task AttributeError versus Wav2Vec2 save_pretrained/tokenization failure." + "reason": "German DistilBertModel issue and GeneratorExp torch.jit export failure are unrelated." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Both mention quantization, but one fails with FineGrainedFP8Config on Qwen3MoE and the other is quantized model saving; different code paths." + "reason": "Smollm3 RoPE-layer behavior and DeepseekV3MoE divergence are separate architecture-specific issues." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are different failure modes, not one concrete bug." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Both are model-specific implementation discrepancies, but they affect different model families and different mechanisms." + "reason": "Gemma4 processor import dependency breakage and Gemma4Processor missing _tokenizer are distinct loader bugs." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:43723", + "right": "issue:44554", "accept": false, - "reason": "torch.export compatibility with torch_compilable_check is unrelated to Wav2Vec2 tokenization/save_pretrained issues." + "reason": "Tokenizer loading in v5 and an MPS attention correctness issue do not share the same code defect." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Tokenizer special-token post-processing runtime updates are unrelated to Gemma3 NaN embeddings under sliding-window attention." + "reason": "Trailing-slash local model import warning is unrelated to quantization/offloading behavior." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation map processing are different subsystems and bugs." + "reason": "Training/evaluate dtype drift and tensor-parallel OOM on Qwen2-57B are different issues." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "MacOS bus error with a CLIP model is unrelated to SigLIP2 documentation example errors." + "reason": "BigBirdTokenizer special-token decode bug and FastSpeech2ConformerTokenizer load failure are separate tokenizer problems." }, { - "left": "issue:43257", - "right": "issue:43278", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to embedding dtype drift between train and eval." + "reason": "auto_docstring future-annotations crash and Gemma4 ReasoningEffort import failure affect different subsystems." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are unrelated." }, { - "left": "issue:44610", - "right": "issue:45412", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Processor input-size mismatch for OmDet-Turbo is unrelated to RT-DETR memory release/GC behavior." + "reason": "Qwen3 auto-device-map cudaErrorAssert and Gemma4 OOM are both inference issues but not the same concrete bug." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "Import warning for local paths ending in slash is unrelated to quantization offloading behavior." + "reason": "BEiT label reduction and Kosmos2.5 long-OCR indexing are different processor bugs." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Trainer broadcast NoneType error and Adafactor OOM in deepspeed are different runtime failures." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate trainer-state issues." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3MoE implementation divergence is unrelated to D-FINE auxiliary losses with denoising off." + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss handling are unrelated model-implementation bugs." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:29942", + "right": "issue:36010", "accept": false, - "reason": "Missing Qwen2_5_VL export is a specific import regression, not the same as a general dependency issue." + "reason": "Flash Attention 2 test failures and GenerationMixin import failure are not the same underlying defect." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to AutoTokenizer failing to load a FastSpeech2ConformerTokenizer." + "reason": "Embedding dtype drift and multimodal token counting in the video branch are unrelated." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "auto_docstring crash with future annotations and Gemma 4 processor import error are unrelated." + "reason": "Trainer NoneType broadcast error and MacOS CLIP bus error are different runtime failures." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen3_5MoE rotary embedding CPU-offload incompatibility are different code paths." + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding_window behavior are different model bugs." }, { "left": "issue:43526", - "right": "issue:45834", + "right": "issue:44186", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR long-input index error are unrelated." + "reason": "BEiT reduce_labels behavior and LayoutLMv2 tokenizer crashes are separate tokenizer/processor issues." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are distinct training/control-flow bugs." + "reason": "Qwen2.5-VL import error and a generic transformers dependency issue are too broad and not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation and the 2^24 category-limit error are unrelated." }, { "left": "issue:43526", - "right": "issue:44186", + "right": "issue:44857", "accept": false, - "reason": "Different tokenizer/image-processor bugs with different symptoms and fix locations." + "reason": "BEiT label reduction and LwDetrImageLoss AMP crash are separate problems." }, { - "left": "issue:29942", - "right": "issue:36010", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to GenerationMixin import errors." + "reason": "FastSpeech2ConformerTokenizer loading and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "LayoutLMv3 error messaging and a CLIP MacOS bus error are unrelated." + "reason": "Audio chat-template sample-rate defaulting and LasrFeatureExtractor center-arg crash are different audio-path bugs." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "Missing pad_token_id on Qwen3-VL text config is unrelated to the Qwen3-MoE sliding_window issue." + "reason": "Trailing-slash import warning and gradient-checkpointing eval-mode behavior do not overlap." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty transcription after align_special_tokens are unrelated." + "reason": "AddedToken special-argument conflict and list_repo_files revision forwarding are unrelated API bugs." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different model-loading issues." } ] }, @@ -8687,279 +8796,278 @@ "review_unit_count": 48, "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-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ + "issue:28218", "issue:29127", "issue:33290", + "issue:33357", "issue:34567", "issue:34689", "issue:35141", - "issue:42490", + "issue:38175", + "issue:41628", "issue:42907", - "issue:42915", - "issue:43232", - "issue:43262", "issue:43316", "issue:43381", - "issue:43388", "issue:43441", + "issue:43493", "issue:43525", - "issue:43526", + "issue:43550", "issue:43575", "issue:43611", "issue:43646", "issue:43701", - "issue:43723", + "issue:43720", "issue:43761", + "issue:43827", + "issue:43873", "issue:43931", - "issue:44062", "issue:44077", "issue:44079", "issue:44188", - "issue:44206", "issue:44387", "issue:44442", "issue:44464", "issue:44479", "issue:44743", "issue:44811", - "issue:44857", "issue:44898", + "issue:44964", "issue:44977", - "issue:45003", - "issue:45072", - "issue:45245", + "issue:45216", "issue:45290", + "issue:45372", "issue:45440", - "issue:45479", "issue:45491", + "issue:45584", "issue:45588", "issue:45698", - "issue:45803", - "issue:45907" + "issue:45759", + "issue:45803" ], "soft_pairs": [ - "issue:44977|issue:45245", - "issue:29127|issue:35141", - "issue:42915|issue:43931", - "issue:44442|issue:45072", - "issue:44464|issue:45491", - "issue:43262|issue:44206", - "issue:43526|issue:44857", - "issue:42490|issue:43381", - "issue:44062|issue:45907", "issue:43441|issue:45588", - "issue:43761|issue:44079", - "issue:43232|issue:43388", - "issue:43646|issue:44077", "issue:43575|issue:43701", + "issue:43646|issue:44077", "issue:43575|issue:44387", "issue:44743|issue:44811", - "issue:45003|issue:45440", - "issue:43723|issue:45479", - "issue:43761|issue:44188", + "issue:44464|issue:45491", + "issue:29127|issue:35141", + "issue:44977|issue:45584", + "issue:33357|issue:38175", + "issue:44964|issue:45440", "issue:44442|issue:45803", "issue:43316|issue:43525", "issue:44479|issue:45290", + "issue:43761|issue:44079", "issue:44442|issue:44898", + "issue:28218|issue:29127", "issue:42907|issue:45698", - "issue:42490|issue:44743", "issue:33290|issue:34567", - "issue:34689|issue:43611" + "issue:34689|issue:43611", + "issue:43931|issue:45216", + "issue:43761|issue:44188", + "issue:43381|issue:43873", + "issue:43493|issue:43827", + "issue:43316|issue:45759", + "issue:43550|issue:44743", + "issue:43720|issue:44442", + "issue:41628|issue:45372" ], - "prepared_review_unit_hash": "43803bca8dfc42c6510e85b43fed1e4b5f87835cace31b6fccb75abb9d9f69d2", + "prepared_review_unit_hash": "79d4ba0b40f9e102e8e1df0ba723f34cd83e711255ca7e6b1f6001a362bc5fca", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35883, - "estimated_input_tokens": 8971, - "estimated_eval_tokens": 18198 + "serialized_chars": 35303, + "estimated_input_tokens": 8826, + "estimated_eval_tokens": 17908 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous and mostly not duplicate-related; the soft pairs span unrelated bugs across models, tokenizers, generation, audio, vision, and training utilities. I reject all soft edges and treat this as a weak cluster overall.", - "confidence": 0.93, - "canonical_issue_reason": "`issue:43646` is the broadest representative regression in the set: a Transformers 5.0.0 custom model initialization breakage that reads like a general anchor for v5 loading/init problems.", - "canonical_pr_reason": null, - "best_issue_reason": "`issue:43646` is the most suitable global representative because it is a high-level, cross-cutting initialization/loading regression rather than a narrow model-specific symptom.", - "best_pr_reason": null, + "summary": "These items do not form one coherent duplicate cluster; they span many unrelated Transformer regressions and API issues. I reject all soft edges and would treat 43873 as the best broad representative issue only because it is active, high-impact, and discussion-heavy.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits this set: the reported bugs cover unrelated models, APIs, and code paths, so there is no true duplicate hub here.", + "canonical_pr_reason": "No pull requests are present in the provided items.", + "best_issue_reason": "Issue 43873 is the best representative if one must be chosen: it is open, broadly scoped, and has the strongest discussion/inbound-reference signal among the listed reports.", + "best_pr_reason": "No pull requests are present, so there is no best PR candidate.", "soft_edge_verdicts": [ { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Different failures: flash-attention generation bug vs category-count limit error; not the same code path." + "reason": "Both involve flash-attention, but the titles point to different bugs: a model-specific v5 RC failure vs. an AttributeError in sink-less flash_attention integration." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Unrelated: layoutlmv3 box validation/error messaging vs embedding reinitialization after resize." + "reason": "Completely different problems: tensor-parallel OOM on Qwen2-57B versus a resume_from_checkpoint key mismatch." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Both are Qwen-related load problems, but one is FineGrainedFP8 config and the other is weight-shape mismatch in a different model; not the same bug." + "reason": "Both touch initialization, but one is a broad v5 custom-model init regression and the other is a specific patchtsmixer post_init API constraint." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Tokenizer loading failure vs dtype mismatch in inference; different subsystem and symptom." + "reason": "Both mention OOM, but the causes differ: TP loading OOM versus increased reserved memory under int4 quantization." }, { - "left": "issue:44464", - "right": "issue:45491", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is distinct from Gemma3 mixed-length NaN embeddings." + "reason": "Different subsystems and symptoms: recurrent state reset with cache versus Whisper batch_decode skipping special tokens." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:44464", + "right": "issue:45491", "accept": false, - "reason": "Both touch audio processors, but the concrete bug differs: chat-template sampling-rate default vs unsupported `center` argument." + "reason": "Unrelated bugs: compiled chunked generation inconsistency versus Gemma3 NaN embeddings from sliding-window all-padding cases." }, { - "left": "issue:43526", - "right": "issue:44857", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "ImageProcessor label reduction bug and AMP/CUDA loss crash are unrelated." + "reason": "No shared underlying bug; one is a LayoutLMv3 error-message clarity issue, the other is output embedding reinitialization after resize_token_embeddings." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:44977", + "right": "issue:45584", "accept": false, - "reason": "Local-path import warning and gradient-checkpointing eval-mode behavior are unrelated." + "reason": "Different failure modes and models: Qwen3.5 flash-attention generation regression versus Whisper empty-transcription generation failure." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:33357", + "right": "issue:38175", "accept": false, - "reason": "AddedToken keyword conflict vs repo file revision forwarding are different API bugs." + "reason": "Both are vision-model issues, but one is a MacOS bus error and the other is unexpected zero probabilities in SigLIP2." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:44964", + "right": "issue:45440", "accept": false, - "reason": "Both mention flash attention, but they affect different models/code paths and have different root causes." + "reason": "Distinct model families and bugs: Phi-4 multimodal loading failure versus DeepseekV3MoE divergence from remote implementation." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "CLIPVision hidden-states regression is not the same as ModelOutput key assignment semantics." + "reason": "One is an AutoTokenizer loading failure; the other is a Fuyu tensor-conversion exception-handling bug. Not the same code path." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "Generation kwargs sync issue vs metric-gather label truncation are unrelated." + "reason": "Both are config/API problems, but for different models and different attributes; no evidence of one shared defect." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:44479", + "right": "issue:45290", "accept": false, - "reason": "Both involve init/post-init semantics, but `44077` is a specific model constraint change, not the same broad custom-model loading regression." + "reason": "Unrelated regressions: video-input handling for Qwen VLMs versus chat-template crashes on tool-call assistant messages." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Tensor-parallel OOM and checkpoint key mismatch are unrelated." + "reason": "The first is a CLIPVisionModel forward-path bug; the second is a generic ModelOutput key-assignment issue. Too different to merge." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "Both are OOMs, but the causes differ: model load/tp vs int4 quantization memory growth." + "reason": "Different components and symptoms: tokenizer loading versus Perceiver image-classification resolution handling." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:28218", + "right": "issue:29127", "accept": false, - "reason": "Recurrent-state caching bug and Whisper batch_decode skip_special_tokens bug are unrelated." + "reason": "No overlap beyond being issues in transformers; tokenizer spacing behavior and LayoutLMv3 error messaging are unrelated." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "Unsafe `sys.modules` access is not the same as DeepSeekV3MoE divergence from remote implementation." + "reason": "Both concern save/load flows, but one is dequantized model saving and the other is incorrect custom-module resolution after save_pretrained." }, { - "left": "issue:43723", - "right": "issue:45479", + "left": "issue:33290", + "right": "issue:34567", "accept": false, - "reason": "Tokenizer loading regression and zero-loss classification bug are unrelated." + "reason": "OOM under Adafactor/deepspeed is unrelated to TrainerState.num_input_tokens_seen not updating." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:34689", + "right": "issue:43611", "accept": false, - "reason": "Model output regression vs attention-kernel divergence under torch.compile; different paths and symptoms." + "reason": "Both are model-loading regressions, but they refer to different breakages and different root causes." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "AutoTokenizer loading failure and bare `except` swallowing errors are unrelated." + "reason": "One is a shape-mismatch load error for Qwen3-VL; the other is an incorrect checkpoint saved by save_pretrained for Qwen3.5." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Both are config/API discrepancies, but for different attributes and model families; not the same issue." + "reason": "Different layers entirely: CLIPVisionModel hidden_states handling versus attention-kernel branching under torch.compile." }, { - "left": "issue:44479", - "right": "issue:45290", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Video-input regression in Qwen models is unrelated to chat-template crashes on assistant tool-call messages." + "reason": "Gradient checkpointing in eval mode and quantization/offloading behavior are separate bugs with no shared concrete code path." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Tokenizer loading failure vs Perceiver non-default-resolution failure are unrelated." + "reason": "A model-parity discrepancy is not the same as stale docs referencing pipeline() after v5 removals." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Saving dequantized models and loading the wrong custom module after save/load are different problems." + "reason": "Both involve configuration, but one is a Gemma3TextConfig API inconsistency and the other is from_config unwrapping for composite Qwen multimodal configs." }, { - "left": "issue:42490", + "left": "issue:43550", "right": "issue:44743", "accept": false, - "reason": "Import-path warning and Qwen recurrent-state reset are unrelated." + "reason": "Different areas: torch.compile/SDPA failure in Bamba versus cache/recurrent-state reset in Qwen3.5 modular code." }, { - "left": "issue:33290", - "right": "issue:34567", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Deepspeed/Adafactor OOM and token-count tracking not updating are unrelated." + "reason": "Packed-weight unpacking during accelerate loading and AutoTokenizer loading are unrelated bugs." }, { - "left": "issue:34689", - "right": "issue:43611", + "left": "issue:41628", + "right": "issue:45372", "accept": false, - "reason": "Both are model-loading regressions, but they affect different versions and root causes; not the same concrete bug." + "reason": "Both are import errors, but they concern different symbols, different dependencies, and different processor-loading paths." } ] }, @@ -8978,278 +9086,292 @@ "review_unit_count": 48, "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-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ "issue:25251", "issue:28282", + "issue:29127", + "issue:32090", "issue:33290", + "issue:33357", "issue:34689", "issue:35141", "issue:36010", "issue:36331", - "issue:41628", "issue:41950", "issue:42175", "issue:43065", + "issue:43232", "issue:43295", "issue:43316", - "issue:43381", "issue:43388", "issue:43404", "issue:43441", "issue:43475", - "issue:43493", "issue:43540", + "issue:43550", + "issue:43606", "issue:43643", - "issue:43673", - "issue:43688", - "issue:43720", - "issue:43749", + "issue:43701", + "issue:43761", "issue:43825", - "issue:43827", "issue:43873", - "issue:43931", "issue:44077", "issue:44162", "issue:44190", - "issue:44442", "issue:44479", "issue:44496", "issue:44514", + "issue:44568", "issue:44617", - "issue:44743", "issue:44792", "issue:44855", "issue:44871", "issue:44877", "issue:44913", + "issue:45127", "issue:45137", - "issue:45216", - "issue:45372", - "issue:45759" + "issue:45200", + "issue:45479", + "issue:45584", + "issue:45656" ], "soft_pairs": [ - "issue:43931|issue:45216", - "issue:33290|issue:35141", - "issue:33290|issue:34689", - "issue:43381|issue:43873", - "issue:43493|issue:43827", - "issue:43316|issue:45759", - "issue:44077|issue:44479", - "issue:43720|issue:44442", - "issue:41628|issue:45372", + "issue:44568|issue:45479", "issue:43643|issue:44913", - "issue:43749|issue:43931", + "issue:32090|issue:33290", "issue:34689|issue:36010", "issue:43873|issue:44871", - "issue:33290|issue:36331", "issue:44190|issue:44496", + "issue:44077|issue:44479", "issue:44855|issue:45137", + "issue:29127|issue:33357", "issue:43316|issue:44877", + "issue:33290|issue:45656", "issue:43540|issue:44514", + "issue:33290|issue:34689", "issue:42175|issue:43316", "issue:43404|issue:43441", - "issue:43673|issue:44743", "issue:43295|issue:43825", - "issue:43065|issue:44617", "issue:44162|issue:44792", "issue:25251|issue:28282", - "issue:43388|issue:43688", - "issue:41950|issue:43475" + "issue:41950|issue:43475", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:44871|issue:45584", + "issue:45127|issue:45200", + "issue:43232|issue:43388", + "issue:43295|issue:44871", + "issue:43761|issue:44479", + "issue:43065|issue:44617", + "issue:33290|issue:35141", + "issue:33290|issue:36331" ], - "prepared_review_unit_hash": "733b6b5b967bfbf7a0b38610234be1bf71518a07c519273d0a131aa07d915014", + "prepared_review_unit_hash": "14ec3e16351ce5adb04475dc823404d6a920238f87ab5298ed2f7d34bc4a2fe4", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35376, - "estimated_input_tokens": 8844, - "estimated_eval_tokens": 17944 + "soft_pair_count": 29, + "serialized_chars": 36083, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most items are unrelated Transformers bugs across models, loading, generation, pipelines, and training. None of the soft-similarity pairs look like true duplicates or mergeable PR-equivalents.", - "confidence": 0.33, - "canonical_issue_reason": "Issue 43873 is the most engaged and broadly phrased item in the set, so it is the best anchor if one must be chosen; however, it does not actually unify the cluster as a duplicate family.", + "summary": "The set is heterogeneous and the soft-similarity pairs are mostly false positives. I would not merge any of the candidate pairs; the best single issue to anchor the cluster is the open offloading/quantization report.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43873 is the strongest representative: it is open, has the most inbound references among the open items, and describes a concrete runtime bug with clear user impact.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 has the strongest discussion/inbound-reference signal and broad enough wording to serve as a triage representative, even though the cluster is not a clean duplicate set.", + "best_issue_reason": "issue:43873 is the best issue to keep as the cluster anchor because it is active, well-discussed, and broad enough to represent a real defect without being overly narrow.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:44568", + "right": "issue:45479", "accept": false, - "reason": "Both are model-loading regressions, but one is a Qwen3-VL weight-shape mismatch and the other is a Qwen3.5 save_pretrained checkpoint bug; different failure modes." + "reason": "Different subsystems and failures: tokenizer special-token behavior vs sequence-classification loss computation." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "AdaFactor/DeepSpeed OOM is unrelated to token-embedding resize reinitialization in post_init." + "reason": "Both are config-related, but one is missing fields from trust_remote_code and the other is rotary_pct not persisting on reload; different bugs." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Optimizer memory blow-up and Llama 3.2 Vision loading breakage are different bugs." + "reason": "Trainer NoneType broadcast error is unrelated to Adafactor OOM in DeepSpeed." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:34689", + "right": "issue:36010", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to quantization/offloading behavior." + "reason": "Model loading regression for Llama 3.2 vision is unrelated to GenerationMixin import failure." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to docs still mentioning pipeline() after v5 removals." + "reason": "Offloading/quantization behavior is a different bug from Gemma eos_token_id config mismatch." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "Gemma3TextConfig API mismatch is different from AutoModelForCausalLM.from_config not unwrapping text_config for Qwen multimodal configs." + "reason": "Local dataset loading in a training script is unrelated to an unrecognized model/config.json issue." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "Optional post_init policy for patchtsmixer is unrelated to Qwen video-input regression." + "reason": "Optional post_init policy for patchtsmixer is unrelated to a video-input regression across Qwen VL models." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "BitNet packed-weight loading and AutoTokenizer failing on FastSpeech2ConformerTokenizer are unrelated code paths." + "reason": "Python 3.13 IndentationError in DebertaV2 import is unrelated to a DeepSpeed ZeRO3 deque error." }, { - "left": "issue:41628", - "right": "issue:45372", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "AutoImageProcessor import failure and mistral_common ReasoningEffort import breakage are different processor/import issues." + "reason": "LayoutLMv3 error messaging and a MacOS CLIP bus error are different failures." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:43316", + "right": "issue:44877", "accept": false, - "reason": "trust_remote_code config field loss is not the same as GPTNeoXConfig rotary_pct resetting on reload." + "reason": "API discrepancy in Gemma3TextConfig is not the same as strict config rejection for granite_speech." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "FSDP CPU RAM efficient loading failure and Qwen3-VL weight-shape mismatch are distinct loading problems." + "reason": "Adafactor OOM in DeepSpeed is not the same as optimizer.step being called twice." }, { - "left": "issue:34689", - "right": "issue:36010", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Llama 3.2 Vision model loading regression is unrelated to the GenerationMixin import error." + "reason": "Qwen3OmniMoe video processing ValueError and Qwen2_5_VL batched chat-template crash are different code paths." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id inconsistency are different bugs." + "reason": "Optimizer memory usage in DeepSpeed is unrelated to a model-loading regression for Llama 3.2 vision." }, { - "left": "issue:33290", - "right": "issue:36331", + "left": "issue:42175", + "right": "issue:43316", "accept": false, - "reason": "OOM in DeepSpeed AdaFactor is unrelated to a CustomTrainer compute_loss signature mismatch." + "reason": "Packaging/backend dependency issue is unrelated to a config API discrepancy." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to an unrecognized model config error." + "reason": "Untied lm_head weights in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are different defects." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "Python 3.13 torch.jit indentation parsing failure and DeepSpeed ZeRO3 deque IndexError are unrelated." + "reason": "Processor/tokenizer regression is unrelated to a pipeline error message about translation tasks." }, { - "left": "issue:43316", - "right": "issue:44877", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is not the same as strict config blocking granite_speech loading." + "reason": "ESM2 model breakage and Janus image-generation test failure are different model-specific issues." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and batched apply_chat_template crash are both multimodal, but they hit different APIs and bugs." + "reason": "Pipeline top_k output shape bug is unrelated to missing PyTorch ImportError." }, { - "left": "issue:42175", - "right": "issue:43316", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "Missing TensorFlow in torch extra install is unrelated to Gemma3TextConfig API behavior." + "reason": "Video-classification pipeline using image processors is unrelated to missing fpn_position_embeddings in SAM3 video." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Tied lm_head weights in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are different issues." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "GenerationMixin cache absence during chunked_prefill is not the same as recurrent states resetting with cache and seq_len>1." + "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Processor/tokenizer regression and pipeline translation messaging/docs mismatch are separate v5 issues." + "reason": "Gemma EOS-token configuration mismatch and Whisper empty-transcription generation failure are distinct bugs." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are not the same bug." + "reason": "LoRA merge collapse with tied embeddings is unrelated to mm_token_type_ids defaulting for Gemma 4." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "ESM2 breakage and janus image-generation test failure are unrelated." + "reason": "Generation kwargs update after sync_gpus is unrelated to gather_for_metrics dropping tuple labels." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "Pipeline top_k nested-list output and missing PyTorch ImportError are completely unrelated." + "reason": "Processor/tokenizer access regression is not the same as EOS-token-id inconsistency." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:43761", + "right": "issue:44479", "accept": false, - "reason": "gather_for_metrics last-batch label truncation and auxiliary-loss normalization are different training bugs." + "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen VL video-input regression." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is a model-architecture issue, not the same as Sam3Video CUDA OOM." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Adafactor OOM in DeepSpeed is unrelated to embedding reinitialization in post_init." + }, + { + "left": "issue:33290", + "right": "issue:36331", "accept": false, - "reason": "Video-classification pipeline selecting image processors and Sam3VisionEncoderOutput missing fpn_position_embeddings are different multimodal issues." + "reason": "Optimizer memory issue is unrelated to CustomTrainer.compute_loss signature mismatch." } ] }, @@ -9271,23 +9393,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ - "issue:16998", - "issue:22355", - "issue:32090", - "issue:35141", "issue:41720", "issue:42617", "issue:43065", - "issue:43295", + "issue:43335", "issue:43452", "issue:43504", "issue:43550", "issue:43575", - "issue:43606", "issue:43646", - "issue:43701", + "issue:43673", "issue:43742", "issue:43761", "issue:43827", @@ -9298,7 +9415,7 @@ "issue:44077", "issue:44190", "issue:44242", - "issue:44464", + "issue:44462", "issue:44479", "issue:44496", "issue:44521", @@ -9306,262 +9423,246 @@ "issue:44610", "issue:44617", "issue:44734", + "issue:44737", + "issue:44743", "issue:44792", + "issue:44855", "issue:44871", "issue:44913", "issue:44964", "issue:44977", "issue:45127", - "issue:45200", "issue:45245", "issue:45290", + "issue:45357", "issue:45381", - "issue:45406", - "issue:45563", "issue:45584", + "issue:45588", + "issue:45600", "issue:45698", + "issue:45803", + "issue:45907", "issue:46050" ], "soft_pairs": [ - "issue:43550|issue:43701", - "issue:44077|issue:44534", - "issue:16998|issue:22355", - "issue:43606|issue:43701", - "issue:43761|issue:44479", - "issue:44871|issue:45584", - "issue:45127|issue:45200", - "issue:43295|issue:44871", - "issue:43452|issue:44496", "issue:42617|issue:43575", + "issue:43452|issue:44496", "issue:43575|issue:43742", "issue:43504|issue:45698", - "issue:43646|issue:44913", "issue:44871|issue:46050", - "issue:44734|issue:45406", - "issue:44617|issue:45584", - "issue:43931|issue:44060", + "issue:43646|issue:44913", + "issue:43673|issue:44743", "issue:43761|issue:44242", - "issue:32090|issue:35141", - "issue:45563|issue:45584", + "issue:44077|issue:44534", "issue:44479|issue:44734", "issue:43065|issue:44610", + "issue:44617|issue:45584", + "issue:43931|issue:44060", "issue:44792|issue:44977", - "issue:44521|issue:45381", "issue:43827|issue:43994", "issue:43906|issue:45290", - "issue:44464|issue:45563", - "issue:44534|issue:44913", "issue:44190|issue:44964", - "issue:41720|issue:45245" + "issue:44534|issue:44913", + "issue:41720|issue:45245", + "issue:44855|issue:45588", + "issue:44792|issue:45600", + "issue:44737|issue:45803", + "issue:45127|issue:45357", + "issue:44521|issue:45381", + "issue:44462|issue:45907", + "issue:43335|issue:44855", + "issue:43550|issue:44190" ], - "prepared_review_unit_hash": "044c2c3be4908a2130035a1558e8e6001b1f8a8bb03e85d2f5234b174217a7de", + "prepared_review_unit_hash": "e5b2b8eb6806d3f2435f98bafeca7b915518e958cda92ae1e141a398b2d67a18", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36622, - "estimated_input_tokens": 9156, - "estimated_eval_tokens": 18568 + "soft_pair_count": 27, + "serialized_chars": 35908, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 }, "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers issues spanning model loading, multimodal processors, generation, and training regressions. I don\u2019t see any soft-pair that clearly describes the same underlying bug or a mergeable duplicate PR-sized change.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 44521 is the strongest umbrella candidate here because it has the highest inbound reference count and a broadly phrased, user-facing multimodal chat-template failure mode.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the best representative issue for dedup triage: it is active, externally referenced, and describes a concrete reproducible regression rather than a niche or incidental symptom.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43550", - "right": "issue:43701", - "accept": false, - "reason": "Different problems: SDPA/torch.compile on Bamba vs checkpoint key mismatch in resume logic." - }, - { - "left": "issue:44077", - "right": "issue:44534", - "accept": false, - "reason": "Unrelated: PatchTSTMixer post_init policy vs v5 non-persistent buffer initialization." - }, - { - "left": "issue:16998", - "right": "issue:22355", - "accept": false, - "reason": "Different topics entirely: model_max_length question vs missing transformers.onnx module." - }, - { - "left": "issue:43606", - "right": "issue:43701", - "accept": false, - "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatch." - }, + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated Transformers bug reports across model loading, generation, multimodal inputs, and config/serialization. None of the soft-similarity pairs look like the same concrete underlying bug, so they should stay separate.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45698 is the best umbrella candidate: it describes a broad save_pretrained/from_pretrained round-trip failure with clear core-library impact, unlike the narrower model- or environment-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the strongest single issue in the set because it targets a fundamental serialization/loading path and has broad reuse value for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Both are regressions, but in different model paths and different failures; not the same underlying bug." + "reason": "Different failures: a script execution problem vs. tensor-parallel OOM on a specific Qwen model." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "Different generation/config bugs: eos_token_id mismatch vs empty-transcription failure after align_special_tokens." + "reason": "Both are load-time errors, but one is a gguf_file/AutoTokenizer path issue and the other is an unrecognized model/config.model_type issue." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "LoRA/vocab merge collapse is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "Tensor-parallel OOM on a large model is unrelated to a key error while loading a small MobileLLM model." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "Processor/tokenizer API regression is unrelated to Gemma eos_token_id config inconsistency." + "reason": "Legacy-field preset loading failure is a model-specific config bug, not the same as the custom-module resolution/round-trip issue." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:44871", + "right": "issue:46050", "accept": false, - "reason": "Both are load failures, but the causes differ: gguf_file handling vs missing model_type in config." + "reason": "One is an eos_token_id mismatch; the other is a quantized model save/load corruption. Same area, different bug." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:43646", + "right": "issue:44913", "accept": false, - "reason": "3d_parallel.py runtime issue is unrelated to Qwen2 TP OOM." + "reason": "Transformers 5 init breakage is different from GPTNeoX rotary_pct not persisting on reload." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "OOM during tensor parallel loading is not the same as MobileLLM key errors on load." + "reason": "Both mention cache, but one is a missing GenerationMixin cache in chunked_prefill and the other is recurrent state reset in modular qwen3_5 code." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:43761", + "right": "issue:44242", "accept": false, - "reason": "Legacy-field preset loading bug is different from loading the wrong custom module after save_pretrained." + "reason": "CLIP hidden_states regression is unrelated to the load-balancing loss omission in MoE routing." }, { - "left": "issue:43646", - "right": "issue:44913", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Broad v5 custom-model init breakage is not the same as GPTNeoX rotary_pct reload drift." + "reason": "Optional post_init enforcement and non-persistent buffer junk are different v5 regressions with different code paths." }, { - "left": "issue:44871", - "right": "issue:46050", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "Different serialization/reload issues affecting different model metadata and code paths." + "reason": "Video-input regression for several Qwen VL models is separate from a serve/KV-cache tensor indexing crash." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "Serve KV-cache continuation crash and Gemma4Processor _tokenizer crash are separate failures." + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are unrelated vision preprocessing/model-shape bugs." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription handling." + "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure are different symptoms in different models." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Weight-shape mismatch on Qwen3-VL load is not the same as incorrect tied-weights warning in Qwen3-Next." + "reason": "Qwen3-VL weight shape mismatch is not the same as a tied-weights warning involving Qwen3-Next dt_bias." }, { - "left": "issue:43761", - "right": "issue:44242", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Hidden-states regression in CLIPVisionModel is unrelated to load-balancing loss omission." + "reason": "Failed Janus image-generation test and Qwen3.5 flash-attention generation bug are unrelated model-specific issues." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Trainer broadcast NoneType error and embedding reinitialization in post_init are distinct bugs." + "reason": "Docs still referencing pipeline() is not the same as a SigLIP2 runtime inference quality problem." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:43906", + "right": "issue:45290", "accept": false, - "reason": "Stale warning in paged generate and Whisper empty transcription failure are different code paths." + "reason": "An isolated reproduction of another external issue is not the same underlying bug as the chat-template tool-call crash." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "Video-input regression in Qwen VL models is unrelated to serve KV-cache indexing." + "reason": "Local dataset loading in a training script and loading a Phi-4 multimodal model are unrelated failures." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "SAM3 pixel decoder dummy Conv2d and OmDet-Turbo processor resolution mismatch are unrelated." + "reason": "Buffer initialization junk and config reload drift are both persistence-related, but they affect different mechanisms and code paths." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different issues." + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to the 2^24 category-count runtime limit." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Both are multimodal, but one is assistant mask construction and the other is vision_position_ids; not the same bug." + "reason": "Python 3.13 TorchScript parsing error is unrelated to flash_attention crashing on sink-less models." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to SigLIP2 producing nonsensical outputs." + "reason": "A Janus test failure is not the same bug as stale auto_mappings entries for removed Sam3LiteText configs." }, { - "left": "issue:43906", - "right": "issue:45290", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "An isolated reproduction of another issue is not enough to establish the same bug as the chat-template tool-call crash." + "reason": "XLNet CPU device placement bug is unrelated to Fuyu's bare-except exception swallowing." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is unrelated to a stale num_return_sequences warning." + "reason": "LoRA/extended-vocab collapse after merge is different from incorrect visual encoder keys saved for Qwen3.5." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "General v5 buffer-fill regression and GPTNeoX config reload drift are different defects." + "reason": "All-zero assistant masks and wrong vision_position_ids are both multimodal-template bugs, but they are different concrete defects." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "Local dataset loading in the image-classification script is unrelated to loading Phi-4 multimodal models." + "reason": "Tokenizer.json being ignored is not the same as list_repo_files failing to forward revision." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and category-count limit overflow are unrelated." + "reason": "SwitchTransformers sparse-layer construction and Python 3.13 indentation parsing are unrelated issues." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in an image-classification script." } ] }, @@ -9580,299 +9681,299 @@ "review_unit_count": 48, "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-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ "issue:35141", "issue:36246", "issue:38175", "issue:38617", "issue:41628", - "issue:41950", "issue:42490", "issue:43065", "issue:43116", "issue:43295", "issue:43335", + "issue:43404", "issue:43479", "issue:43540", - "issue:43550", + "issue:43643", "issue:43644", "issue:43650", "issue:43976", - "issue:44016", "issue:44077", - "issue:44079", "issue:44112", "issue:44186", "issue:44190", "issue:44220", - "issue:44462", + "issue:44246", + "issue:44464", + "issue:44466", "issue:44496", + "issue:44561", "issue:44683", "issue:44734", - "issue:44737", - "issue:44792", "issue:44855", + "issue:44877", "issue:44913", "issue:44933", "issue:44938", - "issue:45127", + "issue:45003", + "issue:45216", "issue:45245", "issue:45276", - "issue:45357", "issue:45362", "issue:45375", "issue:45446", "issue:45542", + "issue:45563", "issue:45584", - "issue:45588", "issue:45600", - "issue:45803", - "issue:45907" + "issue:45632", + "issue:45803" ], "soft_pairs": [ - "issue:44792|issue:45600", - "issue:44855|issue:45588", - "issue:44933|issue:45362", - "issue:44737|issue:45803", - "issue:45127|issue:45357", - "issue:35141|issue:42490", - "issue:44462|issue:45907", - "issue:43335|issue:44855", - "issue:44077|issue:44079", - "issue:43550|issue:44190", "issue:44938|issue:45542", "issue:43976|issue:44855", - "issue:43644|issue:44913", "issue:43540|issue:44734", + "issue:43644|issue:44913", + "issue:44077|issue:44877", + "issue:35141|issue:42490", "issue:44112|issue:45600", "issue:43650|issue:44220", "issue:43335|issue:44190", "issue:44496|issue:45803", "issue:43116|issue:44190", "issue:45276|issue:45584", - "issue:41950|issue:44016", "issue:45245|issue:45584", "issue:43479|issue:45375", "issue:36246|issue:41628", "issue:43295|issue:45276", - "issue:36246|issue:38617", "issue:44186|issue:44734", + "issue:44464|issue:45563", "issue:38175|issue:43065", "issue:44683|issue:45446", - "issue:44016|issue:44220" + "issue:44466|issue:44913", + "issue:43404|issue:45216", + "issue:44933|issue:45362", + "issue:44734|issue:45632", + "issue:44246|issue:45003", + "issue:44561|issue:45632", + "issue:36246|issue:38617", + "issue:45563|issue:45584", + "issue:43643|issue:44496", + "issue:42490|issue:45632" ], - "prepared_review_unit_hash": "2825aa3c77df16b92168c67e27247dd6f68ad009111def9c364d522c9a7f6cce", + "prepared_review_unit_hash": "23607c342c55e4a6db03f17bc1a6be004d44fc2591de8138dc0d9aa8aee7d074", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36222, - "estimated_input_tokens": 9056, - "estimated_eval_tokens": 18368 + "serialized_chars": 36213, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly false positives: they share broad symptom categories like import errors, config bugs, or model regressions, but not the same concrete code path. I would not merge any of the candidate pairs.", - "confidence": 0.98, - "canonical_issue_reason": "No single issue is canonical here because the items are heterogeneous and the proposed soft pairs do not describe the same underlying bug.", + "summary": "This cluster is mostly a loose semantic grouping of Transformers issues around imports, config loading, serialization, generation, and model-specific bugs. The soft pairs are thematically similar in places, but none look like the same underlying defect or change, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No true duplicate stands out in this heterogeneous cluster; if a representative must be chosen, issue 44466 is the strongest concrete regression to anchor on because it is a reproducible serialization/tied-weights bug with clear behavior differences and good discussion context.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue is needed, issue 41628 is the cleanest standalone regression report: a clear import failure, concise repro, and broad user impact.", + "best_issue_reason": "Issue 44466 is the best standalone issue in the set: it is specific, reproducible, and tied to a core model save/load path rather than a vague symptom or a one-off import failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Different failures: a janus model test regression vs broken auto_mappings references for removed configs." + "reason": "Both are runtime/loading problems, but one is Python 3.14 startup failure and the other is a tensorboard-without-TF backend issue; different root causes and fixes." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:43976", + "right": "issue:44855", "accept": false, - "reason": "Different code paths: DebertaV2 import parsing on Python 3.13 vs flash_attention crashing on s_aux=None." + "reason": "These are separate Python-version compatibility bugs: one about Transformers 5.1.0 support on 3.9/3.10, the other about a PyTorch script parse error on 3.13." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "Both are import/model issues, but one is a missing image_utils export and the other is a Qwen3.5 chat crash." + "reason": "Both involve multimodal/video-serving code paths, but one is a Qwen3OmniMoe video-input validation error and the other is a KV-cache continuation indexing crash in serve responses." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "XLNet CPU device bug and a bare-except in FuyuBatchFeature are unrelated." + "reason": "Both touch serialization/reload behavior, but one is about non-persistent buffers being junk-filled and the other is a config field reverting on reload; not the same bug." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "Both mention Qwen, but one is LoRA/extended-vocab collapse and the other is incorrect save_pretrained visual keys." + "reason": "These are both config-related, but one concerns optional post_init handling in patchtsmixer and the other is strict config rejection for granite_speech; different code paths." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Resize-token-embeddings reinit bug is unrelated to the import warning for local paths ending with a slash." + "reason": "One is about resizing token embeddings reinitializing the output embedding, the other about local-path slash handling during model loading; unrelated bugs." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both mention CI failures, but they are different breakages in different areas: GraniteSpeech device override vs removed Sam3LiteText auto-mapping entries." + }, + { + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "Tokenizer.json precedence and repo file revision forwarding are different repository-loading bugs." + "reason": "No concrete overlap: one is a vague request to add data, the other is a specific fbank feature extraction issue." }, { "left": "issue:43335", - "right": "issue:44855", + "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to DebertaV2 import parsing." + "reason": "A SwitchTransformers config construction bug and a local-dataset loading failure in an example script are unrelated." }, { - "left": "issue:44077", - "right": "issue:44079", + "left": "issue:44496", + "right": "issue:45803", "accept": false, - "reason": "Optional post_init validation and ModelOutput key assignment are different behaviors." + "reason": "One is an unrecognized-model/config.json problem, the other is a bare-except bug in Fuyu tensor conversion; different failure modes." }, { - "left": "issue:43550", + "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the example script." + "reason": "Both are example-script failures, but one is multi-label classification output logic and the other is dataset loading; not the same underlying issue." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "Python 3.14 load failure and TensorFlow backend import handling are separate environment issues." + "reason": "Gemma4 resize-token-embeddings behavior and Whisper empty-transcription generation after token alignment are unrelated model-specific bugs." }, { - "left": "issue:43976", - "right": "issue:44855", + "left": "issue:45245", + "right": "issue:45584", "accept": false, - "reason": "General Python version support regression does not match the specific DebertaV2 script parsing error." + "reason": "A category-cardinality runtime limit and a Whisper generation edge case have no meaningful bug-level overlap." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "Non-persistent buffer junk and rotary_pct reload defaulting are different initialization bugs." + "reason": "Both are config-field handling issues, but one is default multimodal sub-config initialization and the other is strict dropping of a specific deepstack field." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:36246", + "right": "issue:41628", "accept": false, - "reason": "Qwen3OmniMoe video input validation is unrelated to KV-cache continuation indexing in serve." + "reason": "Both are import errors, but they concern different missing symbols in different modules; they are not the same API break." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "CI stale test behavior in GraniteSpeech does not match removed Sam3LiteText auto-mappings." + "reason": "A regression in processor/tokenizer custom-model behavior is distinct from Gemma4 embedding resizing/output-embedding behavior." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:44186", + "right": "issue:44734", "accept": false, - "reason": "One item is not a meaningful bug report; the other is a concrete fbank feature-extraction problem." + "reason": "Different bug classes: tokenizer crashes on NER padding/truncation versus a server-side KV-cache continuation indexing error." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "SwitchTransformers config creation and image-classification dataset loading are unrelated." + "reason": "Chunked generation inconsistencies with compiled forward and a stale num_return_sequences warning are not the same bug." }, { - "left": "issue:44496", - "right": "issue:45803", + "left": "issue:38175", + "right": "issue:43065", "accept": false, - "reason": "Model-type resolution failure and bare-except swallowing errors in FuyuBatchFeature are different bugs." + "reason": "These affect different models and subsystems: SigLIP2 zero probabilities versus a dummy Conv2d in Sam3PixelDecoder." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Example multi-label classification behavior is unrelated to local dataset loading in the no-trainer script." + "reason": "Both are flex_attention-related, but one is a torch>=2.9 compilation failure and the other is an incorrect version check for AuxRequest import; distinct fixes." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:44466", + "right": "issue:44913", "accept": false, - "reason": "Gemma4 embedding resize behavior and Whisper empty-transcription generation failure are unrelated." + "reason": "Both involve save/reload semantics, but one is device-dependent lm_head serialization and the other is a config scalar not persisting; different root causes." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Video-classification pipeline image-processor lookup and notebook syntax error are unrelated." + "reason": "Mistral3 lm_head tying and Qwen3.5 save_pretrained regression are both weight-related, but they are separate model families and failure modes." }, { - "left": "issue:45245", - "right": "issue:45584", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Category-cardinality limit and Whisper generation on empty transcription are different issues." + "reason": "A missing image_utils import and a Qwen3.5-35B chat crash are unrelated issues." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:44734", + "right": "issue:45632", "accept": false, - "reason": "Both are config-related, but they affect different models and different missing/defaulted fields." + "reason": "One is a KV-cache continuation crash in serve responses; the other is a trust_remote_code cache-path collision. Same broad area, different bug." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Both are import errors, but they are for different symbols and different modules." + "reason": "Import slowness and unsafe sys.modules access are not the same defect, even if both involve startup/import paths." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:44561", + "right": "issue:45632", "accept": false, - "reason": "Processor/tokenizer regression after v4.57.5 and Gemma4 resize_token_embeddings are unrelated." + "reason": "One breaks trust_remote_code models because of a removed utility, the other is a cache-path collision for local models; unrelated causes." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Import failures in different modules; no shared underlying code path." - }, - { - "left": "issue:44186", - "right": "issue:44734", - "accept": false, - "reason": "Tokenizer padding/truncation crash and serve KV-cache indexing bug are unrelated." + "reason": "Both are import failures, but one is a missing Qwen2.5 VL image processor export and the other is a missing configuration utility; different symbols and fixes." }, { - "left": "issue:38175", - "right": "issue:43065", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Siglip2 zero probabilities and a dummy Conv2d in Sam3PixelDecoder are different model bugs." + "reason": "A stale warning in paged generate and a Whisper empty-transcription crash are different generation issues." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Both touch flex_attention, but one is a torch>=2.9 compiled-path failure and the other is a version-check/import guard issue." + "reason": "One is missing fields when trust_remote_code returns AutoConfig, the other is an unrecognized model/config.json error; not the same configuration bug." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:42490", + "right": "issue:45632", "accept": false, - "reason": "Notebook syntax error and _torch_extract_fbank_features malfunction are unrelated." + "reason": "Both concern loading local models, but one is a spurious warning for trailing slashes and the other is a cache-path collision between same-named leaf directories." } ] }, @@ -9891,23 +9992,26 @@ "review_unit_count": 48, "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-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ + "issue:41950", "issue:42175", - "issue:42490", "issue:42907", "issue:43295", "issue:43299", + "issue:43335", "issue:43381", - "issue:43404", + "issue:43388", "issue:43441", + "issue:43479", + "issue:43525", "issue:43526", "issue:43531", - "issue:43643", "issue:43673", + "issue:43688", "issue:43824", "issue:43854", "issue:43901", @@ -9916,281 +10020,272 @@ "issue:44062", "issue:44075", "issue:44112", + "issue:44220", "issue:44242", - "issue:44246", "issue:44279", "issue:44336", + "issue:44351", "issue:44368", - "issue:44466", "issue:44496", - "issue:44521", - "issue:44561", - "issue:44734", - "issue:44913", + "issue:44683", + "issue:44779", "issue:44933", "issue:44964", - "issue:44987", - "issue:45003", + "issue:45020", "issue:45042", "issue:45200", "issue:45216", - "issue:45325", + "issue:45278", "issue:45335", "issue:45357", "issue:45405", + "issue:45542", "issue:45584", "issue:45593", "issue:45600", - "issue:45632", - "issue:45759" + "issue:45759", + "issue:45812" ], "soft_pairs": [ - "issue:42175|issue:44279", - "issue:44466|issue:44913", - "issue:43404|issue:45216", - "issue:44734|issue:45632", - "issue:44246|issue:45003", - "issue:44561|issue:45632", - "issue:43643|issue:44496", - "issue:42490|issue:45632", + "issue:41950|issue:44016", "issue:44964|issue:45600", "issue:44112|issue:44964", "issue:42907|issue:43441", "issue:43854|issue:44964", - "issue:43976|issue:44987", "issue:43673|issue:44336", - "issue:44016|issue:44062", + "issue:44016|issue:44220", + "issue:43388|issue:43688", "issue:43295|issue:45335", "issue:43531|issue:45600", + "issue:42175|issue:44279", "issue:43526|issue:43901", - "issue:43824|issue:44933", "issue:44496|issue:45042", "issue:43299|issue:45216", + "issue:43335|issue:45593", "issue:44075|issue:44368", - "issue:43976|issue:44279", "issue:45335|issue:45584", "issue:43381|issue:45593", "issue:43299|issue:45357", "issue:43901|issue:44496", "issue:44496|issue:45759", - "issue:44521|issue:45325", "issue:43976|issue:45405", - "issue:44242|issue:45200" + "issue:41950|issue:45020", + "issue:44242|issue:45200", + "issue:44351|issue:45278", + "issue:43479|issue:43525", + "issue:44016|issue:44062", + "issue:43824|issue:44933", + "issue:44779|issue:45812", + "issue:44683|issue:45542" ], - "prepared_review_unit_hash": "31037c456d30d794b2c534a527f3bac8e2630ccc4f6463b9589bd2dc62cc2bbc", + "prepared_review_unit_hash": "9c442d659e36262bdc736328c95c60ec57cb676a8c200608aaff43095e7289a1", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36512, - "estimated_input_tokens": 9128, - "estimated_eval_tokens": 18512 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36647, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad themes like loading, serialization, or multimodal behavior, but they target different models, APIs, or failure modes. I would not merge any of the proposed soft edges. No PRs are present in the cluster.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 44521 is the strongest representative in the set: it is active, externally referenced, and describes a concrete multimodal `apply_chat_template` regression with clear user impact.", + "summary": "This cluster is mostly a grab bag of recent Transformers regression reports, especially model-loading/import/tokenizer breakages across v5-era releases. The broadest representative issue is the umbrella regression report about recent versions breaking models that rely on remote code.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45020 is the most umbrella-like report: it describes a broad class of regressions in recent Transformers versions, spans multiple affected models/code paths, and best represents the overall cluster of v5-era breakages.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the best overall issue candidate because it is specific, actionable, and appears to have the broadest downstream relevance among these unrelated reports.", + "best_issue_reason": "issue:45020 is the strongest global representative because it captures the widest regression surface and is more central than the model-specific or single-API issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42175", - "right": "issue:44279", - "accept": false, - "reason": "Different problem spaces: package backend selection/install extras vs a vague dependency issue." - }, - { - "left": "issue:44466", - "right": "issue:44913", - "accept": false, - "reason": "Both involve serialization/reload, but they affect different configs and bugs (`lm_head.weight` vs `rotary_pct`)." - }, - { - "left": "issue:43404", - "right": "issue:45216", - "accept": false, - "reason": "Both touch tied/saved weights, but one is a Mistral3 weight-tying bug and the other is a Qwen3.5 save regression." - }, - { - "left": "issue:44734", - "right": "issue:45632", - "accept": false, - "reason": "Completely different failures: server KV-cache indexing vs local `trust_remote_code` cache-path collision." - }, - { - "left": "issue:44246", - "right": "issue:45003", - "accept": false, - "reason": "Import slowness and unsafe `sys.modules` access are related at most indirectly, not the same bug." - }, - { - "left": "issue:44561", - "right": "issue:45632", - "accept": false, - "reason": "Both involve `trust_remote_code`, but one is a removed API breaking models and the other is a cache-path collision." - }, - { - "left": "issue:43643", - "right": "issue:44496", - "accept": false, - "reason": "Both are model/config loading issues, but one is missing fields from `AutoConfig` and the other is an unrecognized model config." - }, - { - "left": "issue:42490", - "right": "issue:45632", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Local path normalization warning is unrelated to cache-path collisions for `trust_remote_code`." + "reason": "Different bugs: pipeline processor lookup vs a notebook syntax error." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Different model-loading regressions affecting different code paths and models." + "reason": "Different model families and failures: Phi-4 multimodal load issue vs stale auto_mappings references breaking CI." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test flake in GraniteSpeech is unrelated to a production model-loading failure." + "reason": "CI test flake in GraniteSpeech device override is unrelated to Phi-4 multimodal loading." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both mention Ministral, but one is save/export and the other is FlashAttention inference/loading." + "reason": "Both mention Ministral, but one is save/dequantization and the other is FlashAttention loading; not the same underlying bug." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different model families and different failure modes; both are load bugs only at a very high level." - }, - { - "left": "issue:43976", - "right": "issue:44987", - "accept": false, - "reason": "Python version support issue is unrelated to a specific model load failure." + "reason": "Different models and code paths: GLM-4.7-Flash unit-test load issue vs Phi-4 multimodal load issue." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache behavior and terminal ANSI formatting are unrelated subsystems." + "reason": "Generation cache regression is unrelated to ANSI escape generation in loading_report." }, { "left": "issue:44016", - "right": "issue:44062", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction bug are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Notebook syntax error and `AddedToken` argument duplication are unrelated." + "reason": "Metric label truncation and auxiliary-loss normalization are different training/evaluation bugs." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Custom processor/tokenizer regression and embedding resize behavior are different code paths." + "reason": "Processor/tokenizer API regression is unrelated to resize_token_embeddings not updating decoder embeddings." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "MoE sliding-window behavior and stale config mappings are unrelated." + "reason": "Qwen3-MoE sliding-window behavior and Sam3LiteText auto_mappings cleanup are different issues." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "ImageProcessor label reduction bug and pipeline docs mismatch are not the same issue." + "reason": "Package dependency/backend install problem is too broad and not the same as a generic transformers dependency issue." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Both are import-related, but they concern different symbols from different modules." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to old docs still mentioning return_all_scores." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model config and PIL backend requiring torchvision are unrelated." + "reason": "Model config resolution failure and PIL backend torchvision requirement are different regressions." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Different Qwen regressions: model loading vs saved-checkpoint serialization." + "reason": "Qwen3VL/MoE model loading failure is not the same as incorrect Qwen3.5 checkpoint saving." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Optimizer argument handling and a tied-embeddings warning are unrelated." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to D-FINE auxiliary-loss handling." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "Python compatibility bug and a generic dependency issue are not the same underlying defect." + "reason": "Unused SGD args and a tie_word_embeddings warning are not the same code-path bug." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resize bug and Whisper empty-transcription generation bug are unrelated." + "reason": "Embedding resize propagation and Whisper empty-transcription generation are unrelated." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode constraint and D-FINE auxiliary-loss behavior are unrelated training bugs." + "reason": "Eval-mode gradient checkpointing and D-FINE denoising-loss behavior are different issues." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5 regressions, but they affect different serialization directions and different visual keys." + "reason": "Both concern Qwen3.5, but one is model loading and the other is save_pretrained key serialization; not mergeable as one fix." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs inconsistency for a pipeline does not match a model config loading failure." + "reason": "Documentation wording issue is unrelated to model config import failure." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized config and `from_config` text-config unwrapping are different composite-model loading problems." + "reason": "Unrecognized model/config issue is different from AutoModelForCausalLM not unwrapping text_config." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Both are multimodal, but one is assistant-mask generation and the other is RoPE/position-id scaling." + "reason": "Python-version compatibility and a PEFT minimum-version bump are not the same underlying bug." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Python support mismatch is unrelated to the PEFT minimum version bump." + "reason": "Both are broad regressions, but one is a specific video-classification processor lookup while the other is a general remote_code compatibility break." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "MoE load-balancing loss gating and mm token type defaults are different training semantics." + "reason": "Router-logit loss computation and Gemma 4 mm_token_type_ids defaults are different model-training bugs." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific HybridCache import error could be one symptom of broader import breakage, but the reports are not clearly the same underlying defect." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4Multimodal default config initialization and Llama4 pad_token_id attribute error are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is unrelated to AddedToken receiving duplicate special kwargs." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing Qwen2_5_VL export and a nonexistent image_utils import are different import/export problems." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer regressions for Deepseek and Granite are model-specific and not the same code-path change." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to an undefined tf backend from tensorboard-only installs." } ] }, @@ -10209,12 +10304,13 @@ "review_unit_count": 48, "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-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ - "issue:33290", + "issue:32090", + "issue:35141", "issue:38175", "issue:39692", "issue:41950", @@ -10225,66 +10321,62 @@ "issue:43317", "issue:43441", "issue:43450", - "issue:43479", - "issue:43525", "issue:43577", "issue:43650", + "issue:43653", + "issue:43723", "issue:43854", "issue:43901", + "issue:43976", "issue:44016", + "issue:44162", "issue:44261", "issue:44263", "issue:44279", - "issue:44291", "issue:44297", - "issue:44351", "issue:44462", "issue:44466", + "issue:44521", "issue:44617", "issue:44623", "issue:44683", "issue:44749", "issue:44779", "issue:44898", - "issue:45020", + "issue:44987", "issue:45081", "issue:45216", "issue:45276", - "issue:45278", "issue:45290", + "issue:45325", "issue:45397", "issue:45405", - "issue:45542", + "issue:45593", "issue:45600", - "issue:45656", "issue:45712", - "issue:45812", "issue:45823", "issue:45834", "issue:45907" ], "soft_pairs": [ - "issue:41950|issue:45020", - "issue:44351|issue:45278", - "issue:43479|issue:43525", - "issue:44779|issue:45812", "issue:41950|issue:45823", - "issue:44683|issue:45542", "issue:43577|issue:45216", "issue:38175|issue:44617", "issue:43299|issue:43854", "issue:39692|issue:43901", "issue:44279|issue:45405", + "issue:32090|issue:35141", "issue:41950|issue:43650", "issue:43295|issue:44779", "issue:44462|issue:45081", + "issue:43976|issue:44987", "issue:44297|issue:44462", + "issue:43976|issue:44279", "issue:45081|issue:45907", - "issue:44016|issue:44291", + "issue:44521|issue:45325", "issue:43441|issue:45834", "issue:45600|issue:45712", "issue:43450|issue:44279", - "issue:33290|issue:45656", "issue:43065|issue:44898", "issue:42994|issue:43317", "issue:44261|issue:44263", @@ -10292,210 +10384,213 @@ "issue:44466|issue:45276", "issue:44623|issue:44749", "issue:43650|issue:45290", - "issue:43441|issue:44683" + "issue:43441|issue:44683", + "issue:43653|issue:45593", + "issue:43723|issue:44162", + "issue:44016|issue:45823" ], - "prepared_review_unit_hash": "2e6b3a1f12bf1694c3ecee56be26b802bc1998d086711a46fc05a701c8acdc84", + "prepared_review_unit_hash": "9f7f2dba7625c4ad5d997712422f106ae4287bf8d0f3c6ec29f4c6975ce087db", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36324, - "estimated_input_tokens": 9081, - "estimated_eval_tokens": 18418 + "serialized_chars": 36413, + "estimated_input_tokens": 9104, + "estimated_eval_tokens": 18464 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a loose collection of unrelated Transformers regression reports across tokenizers, multimodal models, quantization, processors, and attention backends. I found no soft pair that looks like the same underlying bug/change closely enough to merge.", + "summary": "The cluster is heterogeneous: most items are unrelated Transformer regressions across tokenizers, multimodal processors, model loading, serialization, and docs. None of the soft pairs look like true duplicates of the same underlying bug/change.", "confidence": 0.95, - "canonical_issue_reason": null, + "canonical_issue_reason": "No true canonical issue stands out because the items are not one duplicate cluster; they are separate bugs spanning different code paths and model families.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the broadest umbrella in the set: it captures recent v5 breakage for `remote_code`/model loading and is the closest thing to a cluster anchor, though it is not a true duplicate of the others.", + "best_issue_reason": "issue:44462 is the closest representative of the tokenizer-loading regression subset, but it still does not cover the other issues in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:41950", - "right": "issue:45020", - "accept": false, - "reason": "Both involve pipelines/model loading, but one is a video-pipeline processor lookup bug and the other is a broad `remote_code` regression; different code paths and fixes." - }, - { - "left": "issue:44351", - "right": "issue:45278", - "accept": false, - "reason": "`HybridCache` import failure is a specific missing export, while 45278 is a broad import-error report after upgrade; too generic to treat as the same bug." - }, - { - "left": "issue:43479", - "right": "issue:43525", - "accept": false, - "reason": "Different configs and failures: Phi4Multimodal default sub-config initialization vs Llama4 missing `pad_token_id`." - }, - { - "left": "issue:44779", - "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer regressions, but for different models and likely different tokenizer code paths; not the same concrete bug." - }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video processor lookup and Gemma4 device mismatch are unrelated failures." - }, - { - "left": "issue:44683", - "right": "issue:45542", - "accept": false, - "reason": "Compiled flex attention on torch 2.9 and tensorboard/TF backend detection are unrelated." + "reason": "Different problems: video-classification processor lookup vs Gemma4 PLE device mismatch during forward." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype-loading bug and Qwen3.5 save_pretrained regression affect different stages and subsystems." + "reason": "Both involve model state/weights, but one is BLIP2 dtype handling and the other is Qwen3.5 checkpoint serialization; not the same bug." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "SigLIP2 zero probabilities and Sam3Video OOM are different symptoms with no shared concrete code path." + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to Sam3Video CUDA OOM." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Both are model-loading regressions, but for different models and different failure modes; no evidence of a shared fix." + "reason": "Both are v5 loading regressions, but they affect different models and failure modes." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both mention docs, but one is a broken SigLIP2 example and the other is stale pipeline documentation; not the same issue." + "reason": "SigLIP2 docs/model mismatch and TextClassificationPipeline docs drift are separate documentation issues." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "A generic dependency issue is not the same as the specific `MIN_PEFT_VERSION` bump-to-unreleased-package problem." + "reason": "Generic dependency issue vs a specific PEFT version bump; not the same underlying failure." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and output embedding reinitialization are unrelated training/model-init bugs." }, { "left": "issue:41950", "right": "issue:43650", "accept": false, - "reason": "No overlap beyond being about pipelines/models; \"ADD THE DATA\" is unrelated." + "reason": "Video pipeline processor lookup is unrelated to an empty placeholder issue." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Different regressions: processor/tokenizer API breakage vs DeepSeek tokenizer output changes." + "reason": "One is processor.tokenizer/custom model regression, the other is DeepSeek tokenizer output corruption." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Tokenizer JSON selection and Mistral regex patch failure are separate tokenizer-loading bugs." + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are distinct tokenizer-loading bugs." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility and loading a specific model are different issues." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "One is incorrect `tokenizer_class` serialization, the other is ignoring repository `tokenizer.json`; related area but not the same bug." + "reason": "Tokenizer_class mismatch on save_pretrained is a save bug, while AutoTokenizer ignoring tokenizer.json is a load bug." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python compatibility issue does not match a generic dependency problem." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex patch crash and `list_repo_files` revision forwarding are completely different code paths." + "reason": "Mistral tokenizer regex patch crash is unrelated to list_repo_files not forwarding revision." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:44521", + "right": "issue:45325", "accept": false, - "reason": "Notebook syntax error and `init_empty_weights` unexpected-argument TypeError are unrelated." + "reason": "All-zero assistant masks in chat templating and Qwen2.5-VL rope indexing are different multimodal bugs." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure for Ministral-3 and long-OCR index error in Kosmos2.5 do not share a concrete fix." + "reason": "FlashAttention failure for Ministral-3 and Kosmos2.5 OCR index error are unrelated model-specific issues." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Broken auto_mappings references and leftover dummy classes are separate maintenance/CI issues." + "reason": "auto_mappings.py stale config references and dummy_pt_objects leftovers are separate CI hygiene problems." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Incorrect batched video processor shape and a dependency issue are unrelated." - }, - { - "left": "issue:33290", - "right": "issue:45656", - "accept": false, - "reason": "Both mention DeepSpeed and optimizers, but one is OOM from Adafactor while the other is double optimizer stepping; different bug." + "reason": "Video processor batch shape bug is not a dependency issue." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Dummy conv in Sam3PixelDecoder and Perceiver non-default resolution failure are different model bugs." + "reason": "Sam3PixelDecoder dummy Conv2d and Perceiver non-default resolution failure are different model implementations." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving and dequantized-model loading/offload are separate quantization lifecycle issues." + "reason": "Quantized model saving failure and device_map dequantized offload loading are different quantization paths." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "LayerNorm epsilon precision discussion and `torch.split` return-value handling are unrelated." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and torch.split return values in GlmMoeDsaIndexer are separate GLM-MoE bugs." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save_pretrained missing files and Gemma-4 ZeRO-3 from_pretrained are different save/load bugs." + "reason": "processor.save_pretrained missing files and Gemma-4 zero3 from_pretrained are not the same failure." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Serialization of tied `lm_head.weight` by device and embedding resize propagation are related to weights, but not the same concrete defect." + "reason": "lm_head serialization inconsistency and Gemma4 resize_token_embeddings not updating outputs are different weight/resize behaviors." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor save_pretrained missing files and the Chinese performance regression after upgrade are unrelated." + "reason": "Missing files on processor save and slower filtering after version upgrade are unrelated." }, { "left": "issue:43650", "right": "issue:45290", "accept": false, - "reason": "Placeholder issue title and chat-template crash with tool calls are unrelated." + "reason": "A placeholder issue and chat template crashes with tool-call messages are not duplicates." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Both are attention-backend failures, but one is FlashAttention on a specific model and the other is compiled flex_attention on torch>=2.9; not mergeable as one PR." + "reason": "FlashAttention failure for a model and compiled flex_attention failing on torch>=2.9 are different attention backends." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to D-FINE auxiliary-loss logic." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer.from_pretrained loading regression and ESM2 model breakage are not the same issue." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated." } ] }, @@ -10514,26 +10609,27 @@ "review_unit_count": 48, "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-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ + "issue:16998", + "issue:22355", + "issue:36246", "issue:41628", "issue:41950", - "issue:42175", "issue:42491", + "issue:42757", "issue:43122", "issue:43262", "issue:43299", + "issue:43352", "issue:43450", "issue:43525", - "issue:43531", "issue:43643", "issue:43650", - "issue:43653", "issue:43673", - "issue:43723", "issue:43761", "issue:43784", "issue:43824", @@ -10542,14 +10638,15 @@ "issue:43976", "issue:43994", "issue:44016", - "issue:44162", "issue:44188", "issue:44220", "issue:44242", "issue:44246", + "issue:44291", "issue:44295", "issue:44297", "issue:44336", + "issue:44351", "issue:44361", "issue:44373", "issue:44485", @@ -10560,21 +10657,13 @@ "issue:44671", "issue:44779", "issue:44987", + "issue:45250", "issue:45362", "issue:45397", "issue:45542", - "issue:45561", - "issue:45563", - "issue:45593", - "issue:45823" + "issue:45593" ], "soft_pairs": [ - "issue:43653|issue:45593", - "issue:43723|issue:44162", - "issue:44016|issue:45823", - "issue:43673|issue:43761", - "issue:42175|issue:43976", - "issue:43262|issue:44521", "issue:44361|issue:45593", "issue:44671|issue:44779", "issue:44987|issue:45542", @@ -10582,8 +10671,10 @@ "issue:43784|issue:45542", "issue:43122|issue:43650", "issue:44297|issue:45397", - "issue:43824|issue:43976", + "issue:44016|issue:44291", "issue:44188|issue:44336", + "issue:43673|issue:43761", + "issue:43262|issue:44521", "issue:43450|issue:44617", "issue:43525|issue:43881", "issue:43525|issue:43643", @@ -10591,223 +10682,208 @@ "issue:41628|issue:43976", "issue:44336|issue:44373", "issue:43901|issue:44246", - "issue:45561|issue:45563", "issue:42491|issue:43299", "issue:44295|issue:45397", "issue:44242|issue:45593", - "issue:41950|issue:44220", + "issue:16998|issue:22355", "issue:44246|issue:44496", - "issue:43531|issue:45362", - "issue:44336|issue:44485" + "issue:41950|issue:44220", + "issue:44336|issue:44485", + "issue:43352|issue:45250", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43824|issue:43976" ], - "prepared_review_unit_hash": "837a322da8936333fc5109a58cf4976b1d6540f548732d03817f3830437555ed", + "prepared_review_unit_hash": "fd4af739c2c58496ba3e19dff2807095988ab67356f97319d9d05bc5aad4058d", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36279, - "estimated_input_tokens": 9070, - "estimated_eval_tokens": 18396 + "soft_pair_count": 29, + "serialized_chars": 36030, + "estimated_input_tokens": 9008, + "estimated_eval_tokens": 18272 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a heterogeneous grab bag of Transformers regressions across tokenizers, multimodal processors, model loading, training losses, docs, and CI. None of the proposed soft-edge pairs look like true duplicates of the same underlying bug/change.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43723 is the best single anchor: it is a broad v5 tokenizer-loading regression and sits closest to the cluster of import/tokenizer-related reports, even though the rest of the items are mostly unrelated.", + "summary": "This is a loose topical bundle of unrelated Transformers issues (import/export regressions, model-loading failures, pipeline behavior, tokenizer changes, docs). I do not see any soft pair that looks like the same underlying bug/change, so I rejected all soft edges. If a representative issue is needed, the Qwen2.5-VL import/export regression is the best anchor, but it is not a duplicate of the others.", + "confidence": 0.27, + "canonical_issue_reason": "Issue 43824 is the clearest, highest-signal representative of the cluster: a concrete import/export regression with multiple inbound references, and it matches the broad import/loading theme better than the rest.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the strongest representative issue because it targets a concrete, broadly relevant v5 loading failure and is more central than the model-specific or docs/CI-only reports.", + "best_issue_reason": "43824 is the best single issue to anchor this set, but only as a representative import-regression example, not as a true duplicate target for the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43653", - "right": "issue:45593", - "accept": false, - "reason": "BigBirdTokenizer special-token decode bug vs D-FINE auxiliary-loss bug; unrelated models and code paths." - }, - { - "left": "issue:43723", - "right": "issue:44162", - "accept": false, - "reason": "Tokenizer loading/import regression vs ESM2 model breakage; different subsystem and failure mode." - }, - { - "left": "issue:44016", - "right": "issue:45823", - "accept": false, - "reason": "Notebook syntax error vs Gemma4 device-map forward mismatch; not the same bug." - }, - { - "left": "issue:43673", - "right": "issue:43761", - "accept": false, - "reason": "Generation cache missing in chunked prefill vs CLIPVision hidden_states regression; different components." - }, - { - "left": "issue:42175", - "right": "issue:43976", - "accept": false, - "reason": "Packaging dependency omission vs Python-version compatibility issue; separate problems." - }, - { - "left": "issue:43262", - "right": "issue:44521", - "accept": false, - "reason": "Audio chat-template sampling-rate default vs multimodal assistant-mask generation; not the same underlying defect." - }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer task AttributeError vs D-FINE auxiliary-loss behavior; unrelated." + "reason": "Unrelated failures: tokenizer/task AttributeError vs D-FINE auxiliary-loss behavior." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT masked-LM regression vs Deepseek tokenizer regression; different models and root causes." + "reason": "Both are v5 regressions, but they affect different models/code paths; not the same bug." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Model loading failure vs missing TensorFlow backend warning; unrelated." + "reason": "Model-loading failure vs missing TensorFlow backend handling; different problems." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch for return_all_scores vs incorrect SigLIP2 outputs; docs issue is not the same as model behavior bug." + "reason": "Docs mismatch for a pipeline argument vs incorrect model/pipeline outputs; not the same issue." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "sentence-transformers import NameError vs undefined tf backend error; different import paths and causes." + "reason": "Sentence-transformers import NameError vs TensorFlow backend import issue; unrelated." }, { "left": "issue:43122", "right": "issue:43650", "accept": false, - "reason": "Tokenizer-output regression vs placeholder/empty issue title; no shared bug evidence." + "reason": "Tokenizer behavior regression vs an unrelated placeholder/data issue." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save_pretrained metadata bug vs Gemma4 zero3 load failure; different subsystems." + "reason": "Tokenizer save-pretrained config mismatch vs Gemma-4 zero3 loading failure; different code paths." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Missing Qwen2.5-VL symbol import vs Python 3.9/3.10 compatibility; unrelated." + "reason": "Notebook syntax error vs init_empty_weights TypeError; unrelated." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "torch.compile attention-kernel divergence vs ANSI-code output in loading_report; different areas." + "reason": "Attention kernel divergence vs ANSI codes in loading report; no shared bug." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache regression vs CLIP hidden_states regression; different components." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both touch chat-template/multimodal processing, but the concrete failures and code paths differ." }, { "left": "issue:43450", "right": "issue:44617", "accept": false, - "reason": "Batched video shape bug vs Sam3Video OOM; different failure modes." + "reason": "Batched video shape bug vs CUDA OOM; not the same underlying issue." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Llama4Config pad_token_id missing vs glm-4v-9b loading failure; different model-specific loading issues." + "reason": "Different model-loading failures with different symptoms and models." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Missing config attribute in Llama4 vs trust_remote_code AutoConfig field loss; similar theme but not the same concrete bug." + "reason": "A missing config attribute and a trust_remote_code field-loss issue are related only loosely, not the same bug." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage lookup error vs Qwen3.5 chat crash; unrelated." + "reason": "Float8 storage import/runtime error vs Qwen3.5 chat crash; unrelated." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import error vs Python version compatibility; unrelated." + "reason": "ImportError for a symbol vs Python-version compatibility; not the same issue." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI escape handling in loading_report vs wrong docstring for position_ids; unrelated." + "reason": "Loading-report terminal formatting vs a wrong docstring; unrelated." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs mismatch vs import-time slowdown; not the same bug." - }, - { - "left": "issue:45561", - "right": "issue:45563", - "accept": false, - "reason": "pytest-xdist captured_info race vs stale generation warning; different code paths." + "reason": "Documentation mismatch vs slow import performance; different problems." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Qwen3 MoE compatibility/loading issue across versions vs Qwen3VL MoE loading regression; same family but not the same concrete failure." + "reason": "Both involve Qwen3 MoE loading, but one is LoRA compatibility across versions and the other is a different model-loading regression." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "position_ids buffer-read error vs Gemma4 zero3 loading; unrelated." + "reason": "Position_ids buffer access error vs Gemma-4 zero3 loading failure; different code paths." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Router-logits gating of load-balancing loss vs D-FINE denoising-off auxiliary losses; different models and logic." + "reason": "Both mention auxiliary losses, but they affect different models and mechanisms; not the same bug." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Video-classification processor lookup bug vs audio fbank feature issue; different pipelines." + "reason": "Model_max_length question vs missing transformers.onnx import; unrelated." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import-time performance complaint vs unrecognized model/config error; unrelated." + "reason": "Import slowness vs unrecognized model config; unrelated." }, { - "left": "issue:43531", - "right": "issue:45362", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Qwen3-MoE sliding_window bug vs Qwen3.5 chat crash; related family name but distinct underlying failures." + "reason": "Generic flash-attention topic vs a specific model not supporting Flash Attention 2.0; not the same concrete bug." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different packages/symbols and different root causes." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing exports/imports in different modules; too broad to treat as the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Loading-report ANSI formatting vs GLM-5 RoPE implementation; unrelated." + "reason": "ImportError for a model symbol vs Python 3.9/3.10 compatibility regression; different issues." } ] }, @@ -10826,19 +10902,16 @@ "review_unit_count": 48, "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-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ "issue:36246", - "issue:42757", - "issue:42886", "issue:43065", "issue:43232", "issue:43257", "issue:43262", - "issue:43352", "issue:43408", "issue:43475", "issue:43526", @@ -10847,14 +10920,14 @@ "issue:43653", "issue:43673", "issue:43901", - "issue:44060", - "issue:44077", + "issue:43976", "issue:44162", "issue:44242", "issue:44246", "issue:44295", "issue:44336", - "issue:44351", + "issue:44368", + "issue:44466", "issue:44496", "issue:44561", "issue:44749", @@ -10862,256 +10935,267 @@ "issue:44857", "issue:44871", "issue:44877", + "issue:44964", + "issue:44977", "issue:44987", "issue:44995", "issue:45003", "issue:45137", "issue:45200", - "issue:45229", - "issue:45250", "issue:45292", + "issue:45335", + "issue:45362", "issue:45375", "issue:45397", "issue:45459", "issue:45561", + "issue:45563", "issue:45584", + "issue:45588", "issue:45656", "issue:45701", "issue:45759" ], "soft_pairs": [ - "issue:43352|issue:45250", - "issue:36246|issue:42757", - "issue:43526|issue:45003", - "issue:36246|issue:44351", - "issue:45003|issue:45561", "issue:43673|issue:44561", - "issue:44246|issue:44871", + "issue:43976|issue:44964", "issue:44242|issue:44857", + "issue:44246|issue:44871", "issue:44295|issue:44749", - "issue:36246|issue:43596", + "issue:45362|issue:45375", "issue:44162|issue:45200", "issue:44877|issue:45375", "issue:44779|issue:45292", "issue:43901|issue:45003", + "issue:36246|issue:43596", "issue:45292|issue:45584", "issue:43232|issue:44336", + "issue:45561|issue:45563", "issue:45292|issue:45701", + "issue:43526|issue:45003", "issue:44987|issue:45459", "issue:44496|issue:45003", "issue:45375|issue:45759", "issue:43065|issue:43408", - "issue:42886|issue:45229", - "issue:43262|issue:44246", "issue:43257|issue:45137", "issue:44995|issue:45200", + "issue:43262|issue:44246", "issue:43475|issue:43540", - "issue:44060|issue:44077", "issue:45397|issue:45656", - "issue:43653|issue:44162" + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:44466|issue:45335", + "issue:44368|issue:44977", + "issue:44368|issue:45563" ], - "prepared_review_unit_hash": "2298e43b5c084a0882aa0e5f424302a4768a3e252f96a73e277db35a6f002d4e", + "prepared_review_unit_hash": "52f6345af63368d36f9a6f417e7ce0c4517ec58ddb72caf1a0678c3e9cec8090", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35769, - "estimated_input_tokens": 8943, - "estimated_eval_tokens": 18142 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36862, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: mostly unrelated Transformers import, config, generation, and model-specific regressions. I do not see any soft-edge pair that is the same underlying bug/change, so no candidate merge is justified.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45003 is the broadest, most cross-cutting runtime bug in the set; the rest are mostly model-specific or unrelated import/config reports.", + "summary": "The soft edges are mostly topical false positives: these issues span unrelated models, configs, tokenizer behavior, DeepSpeed/generation bugs, and docs/testing regressions. I don't see a single cohesive duplicate cluster, so no canonical issue/PR stands out.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45003 is the best anchor if one must be chosen: it is concrete, code-path based, and more generally reusable than the narrower model/import complaints.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43352", - "right": "issue:45250", - "accept": false, - "reason": "Both mention Flash Attention 2.0, but one is a specific Nemotron support limitation while the other is a generic FA2 issue; not the same concrete bug." - }, - { - "left": "issue:36246", - "right": "issue:42757", - "accept": false, - "reason": "Different import failures for different symbols/packages (`Qwen2_5_VLImageProcessor` vs `is_offline_mode`); same symptom class, not the same bug." - }, - { - "left": "issue:43526", - "right": "issue:45003", - "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to `sys.modules` access in `modeling_utils`." - }, - { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "Both are import errors, but they concern different missing exports and different code paths." + "reason": "Different bugs: cache handling in chunked prefill vs removal of an internal utility breaking trust_remote_code models." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:43976", + "right": "issue:44964", "accept": false, - "reason": "Core `modeling_utils` module access bug is unrelated to the pytest-xdist captured-info race in testing utils." + "reason": "Python version compatibility issue vs a specific multimodal model load failure." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Both involve v5 breakage, but one is cache handling in generation and the other is `is_torch_fx_available` removal breaking trust_remote_code models." + "reason": "MoE load-balancing loss logic is unrelated to an AMP/CUDA loss crash." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import latency and Gemma eos-token config mismatch are unrelated." - }, - { - "left": "issue:44242", - "right": "issue:44857", - "accept": false, - "reason": "Different failure modes in different subsystems: router-loss computation vs AMP float16 crash." + "reason": "Import-time slowness is unrelated to Gemma eos_token_id config mismatch." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Registering `position_ids` as a buffer is unrelated to the tokenizer slowdown report." + "reason": "Buffer access error vs a performance regression after upgrade; not the same code path." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:45362", + "right": "issue:45375", "accept": false, - "reason": "An import-name failure for Qwen2.5 VL is unrelated to the DeepSpeed ZeRO3/BertModel index error." + "reason": "Qwen3.5 chat-generation crash and missing config field are different failures." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma4 `mm_token_type_ids` defaults are separate model-specific bugs." + "reason": "ESM2 model breakage vs Gemma 4 multimodal token-type defaults." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both touch strict config validation, but one blocks loading a granite config while the other drops a specific Qwen field; not the same issue." + "reason": "Strict config loading for Granite Speech vs Qwen config field dropping." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer output regressions and `resize_token_embeddings` not updating output embeddings are different code paths." + "reason": "Tokenizer output changes vs token embedding resize not propagating; different subsystems." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for `TextClassificationPipeline` is unrelated to unsafe `sys.modules` access." + "reason": "Pipeline docs mismatch is unrelated to unsafe sys.modules access in modeling utils." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a missing image processor class vs a DeepSpeed/BertModel IndexError." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resize behavior is unrelated to Whisper generation failing on empty transcription after special-token alignment." + "reason": "Embedding resize bug is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:43232", "right": "issue:44336", "accept": false, - "reason": "Generation kwargs/sync-GPUs bug and ANSI escaping in loading_report are unrelated." + "reason": "Generation kwargs update bug vs ANSI output handling in loading_report." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Pytest-xdist file race and a stale generate warning are unrelated." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "A specific embedding-resize bug is not the same as the broad tokenizer-change regression in v5." + "reason": "Specific resize_token_embeddings bug vs broad tokenizer-version behavioral change." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT label reduction bug is unrelated to sys.modules access in modeling_utils." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "A model-loading failure in `physical-intelligence/fast` is unrelated to tokenizer exception handling when protobuf is absent." + "reason": "Model load failure with transformers 5.1.0 is not the same as protobuf error masking." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config loading is a different problem from unsafe `sys.modules` access." + "reason": "Unrecognized-model config issue vs unsafe sys.modules access; different failure modes." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen composite configs, but one is a missing strict-schema field and the other is `from_config` not unwrapping `text_config`; different concrete bugs." + "reason": "Missing Qwen config field and AutoModelForCausalLM text_config unwrapping are distinct config bugs." }, { "left": "issue:43065", - "right": "issue:43408", - "accept": false, - "reason": "SAM3 pixel-decoder dummy conv and the sam3_video/sam3_tracker warning are related by model family only, not the same bug." - }, - { - "left": "issue:42886", - "right": "issue:45229", - "accept": false, - "reason": "Offline cache loading and Gemma4 multi-GPU OOM are unrelated." - }, - { - "left": "issue:43262", - "right": "issue:44246", + "right": "issue:43408", "accept": false, - "reason": "Audio chat-template sampling-rate defaults are unrelated to import slowness." + "reason": "SAM3 pixel decoder dummy layer issue vs model-type warning for sam3_video/sam3_tracker." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "A Qwen3 MOE weight-conversion issue is unrelated to the DeepSpeed ZeRO3 deque underflow." + "reason": "Qwen3 MoE weight conversion problem vs a ZeRO3 deque underflow." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "A stale indexer cache crash in GlmMoeDsa is unrelated to Gemma4 token-type defaults." + "reason": "GlmMoeDsa cache bug is unrelated to Gemma 4 token-type defaults." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "SAM3 video encoder missing an attribute and Qwen3OmniMoe video-input validation are different multimodal bugs." + "reason": "Audio chat-template sampling-rate default is unrelated to import latency." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Different models and different behaviors: tied-weights warning vs optional `post_init` deprecation." + "reason": "SAM3 vision output attribute missing vs Qwen3Omni video-input processing error." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 ZeRO3 loading and double optimizer-step under deepspeed are separate training-path bugs." + "reason": "Gemma-4 ZeRO3 loading bug vs optimizer stepping twice with DeepSpeed." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated tokenizer/model issues." + "reason": "BigBird tokenizer special-token registration issue is unrelated to ESM2 breakage." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale cache crash in GlmMoeDsa is unrelated to flash_attention s_aux=None handling." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Tied-weight serialization inconsistency is not the same as resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Warning about tie_word_embeddings is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A config warning and a stale paged-generate warning are different issues." } ] }, @@ -11130,18 +11214,20 @@ "review_unit_count": 48, "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-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ "issue:28282", "issue:30990", "issue:41628", "issue:42371", "issue:42673", + "issue:42886", "issue:42994", "issue:43232", + "issue:43452", "issue:43475", "issue:43482", "issue:43525", @@ -11149,61 +11235,59 @@ "issue:43646", "issue:43673", "issue:43704", + "issue:43827", "issue:43931", "issue:44038", + "issue:44060", + "issue:44077", "issue:44162", - "issue:44188", "issue:44297", "issue:44361", "issue:44368", - "issue:44466", "issue:44623", "issue:44661", "issue:44734", "issue:44749", "issue:44869", "issue:44933", - "issue:44977", - "issue:44995", + "issue:45003", "issue:45081", "issue:45092", "issue:45103", "issue:45137", + "issue:45229", "issue:45230", - "issue:45278", "issue:45310", - "issue:45335", "issue:45356", "issue:45375", "issue:45381", "issue:45397", "issue:45459", "issue:45478", - "issue:45563", - "issue:45588", + "issue:45561", "issue:45600", "issue:45656" ], "soft_pairs": [ - "issue:44466|issue:45335", - "issue:44995|issue:45588", - "issue:44368|issue:44977", - "issue:44368|issue:45563", + "issue:42886|issue:45229", "issue:43673|issue:44734", + "issue:45003|issue:45561", + "issue:44060|issue:44077", "issue:45137|issue:45600", "issue:43931|issue:44368", "issue:44933|issue:45459", "issue:44297|issue:44623", "issue:44869|issue:45356", - "issue:43232|issue:43673", "issue:44361|issue:44749", "issue:43646|issue:44162", - "issue:43673|issue:45278", "issue:44623|issue:45656", "issue:44749|issue:45656", + "issue:43452|issue:45003", + "issue:43673|issue:43827", "issue:44749|issue:45310", - "issue:42994|issue:43482", "issue:45230|issue:45397", + "issue:42994|issue:43482", + "issue:43232|issue:43673", "issue:44038|issue:44623", "issue:42371|issue:45092", "issue:28282|issue:30990", @@ -11214,236 +11298,229 @@ "issue:43475|issue:44661", "issue:42994|issue:43525", "issue:45375|issue:45478", - "issue:43232|issue:44188", "issue:45310|issue:45375", "issue:42673|issue:43704" ], - "prepared_review_unit_hash": "d5645f8ab186b11ba5f2865c2115d40ac10c7b73cbd62d702c3eac2b9381b3b7", + "prepared_review_unit_hash": "7e1fd9e453607efdbaac3b7be14539987998baedcc593daed7c32b4d50a29a4b", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37263, - "estimated_input_tokens": 9316, - "estimated_eval_tokens": 18888 + "soft_pair_count": 31, + "serialized_chars": 36916, + "estimated_input_tokens": 9229, + "estimated_eval_tokens": 18714 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated bug reports across different models/features. The only clear duplicate pairs are the Qwen3ForCausalLM VRAM leak reports and the repeated Qwen3.5 Moe from_pretrained error reports; the rest are similar only at a broad subsystem level and should stay separate.", - "confidence": 0.91, - "canonical_issue_reason": "issue:42673 is the strongest duplicate representative: it is older, has much more discussion, and its twin (issue:43704) has the exact same title and bug description.", + "summary": "This cluster is mostly a loose set of Transformers v5-era loading/init regressions and model-specific failures, not true duplicates. Only one soft pair is a clear duplicate; the rest are thematically similar but different bugs.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43646 is the broadest umbrella report here: Transformers 5.0 breaking custom model initialization. It best represents the shared regression theme across the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best global issue candidate because it is a clearly scoped, reproducible bug with strong duplicate evidence and active discussion.", + "best_issue_reason": "issue:43646 is the most reusable anchor for this cluster because it captures the generic v5 initialization breakage that many of the other reports are adjacent to.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44466", - "right": "issue:45335", - "accept": false, - "reason": "Both involve embeddings/serialization, but one is about device-dependent lm_head serialization while the other is about resize_token_embeddings not updating decoder.embed_tokens; different bugs." - }, - { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Different failure modes and code paths: stale indexer cache on second forward pass vs flash_attention crash on s_aux=None." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are different failure modes." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:43673", + "right": "issue:44734", "accept": false, - "reason": "A warning about tie_word_embeddings is not the same as a generation failure with flash-attention." + "reason": "Both mention cache, but chunked_prefill cache missing and serve KV continuation indexing are different code paths." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Different symptoms: config warning vs stale warning for num_return_sequences in paged generate()." + "reason": "Unsafe sys.modules access and xdist captured_info.txt race are unrelated bugs." }, { - "left": "issue:43673", - "right": "issue:44734", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Both touch generation/cache, but one is a missing cache in chunked_prefill and the other is wrong tensor indexing in /v1/responses continuation." + "reason": "Tied-weights warning and patchtsmixer post_init deprecation are not the same issue." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to a broken auto_mappings reference for Sam3LiteText configs." + "reason": "ZeRO3 deque underflow and removed Sam3LiteText configs are unrelated." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is unrelated to a tie_word_embeddings warning." + "reason": "Qwen3-VL weight-shape mismatch and repeated tie_word_embeddings warnings are distinct model issues." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "One is a nonexistent import from image_utils; the other is tokenizer error masking when protobuf is absent." + "reason": "Missing image_utils import and protobuf-related tokenizer error masking are different problems." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both are save_pretrained-related, but one is tokenizer_config metadata mismatch and the other is missing processor files; not the same bug." + "reason": "tokenizer.save_pretrained metadata mismatch and processor.save_pretrained missing files are related to saving, but not the same bug." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Both mention tokenizer/codec behavior, but the concrete crashes and affected paths are different." - }, - { - "left": "issue:43232", - "right": "issue:43673", - "accept": false, - "reason": "Different generation bugs: sync_gpus/update_model_kwargs ordering vs missing generation cache during chunked_prefill." + "reason": "Whisper timestamp decode crash and Kimi-K2.5 codec/fix_mistral_regex regression are different tokenizer issues." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError is unrelated to a regression in data filtering performance after upgrade." + "reason": "MLukeTokenizer AttributeError and Chinese slowdown after upgrade are not the same defect." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig are unrelated to the ESM2 breakage report." + "reason": "Both are v5 regressions, but custom model initialization and ESM2 breakage are separate code-path failures." }, { - "left": "issue:43673", - "right": "issue:45278", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "One is a specific generation-cache bug; the other is a broad report of many import errors after upgrading versions." + "reason": "Missing processor files on save and double optimizer.step under deepspeed are unrelated." }, { - "left": "issue:44623", + "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "processor.save_pretrained missing files is unrelated to optimizer.step being called twice under deepspeed." + "reason": "Performance slowdown and duplicated optimizer steps are not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:45003", + "accept": false, + "reason": "GGUF loader breakage and unsafe sys.modules access are different loading issues." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache bug and docs still referencing pipeline() are unrelated runtime vs documentation issues." }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "A slowdown regression in filtering is unrelated to a Qwen3.5 Moe from_pretrained error." + "reason": "Language-model slowdown and Qwen3.5 MoE from_pretrained error are distinct failures." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report and Gemma4 ZeRO3 from_pretrained issue are not duplicates." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite operations with different bugs." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different directions and different bugs." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Generic bug report is not the same as a gemma-4 Zero3 from_pretrained failure." + "reason": "Both involve generation internals, but sync_gpus kwargs update and chunked_prefill cache handling are separate defects." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files are different issues." + "reason": "Qwen3-VL-Moe loading problems and processor.save_pretrained missing files are different issues." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 settings guidance is unrelated to InternVL2 remote-code incompatibility with v5 meta initialization." + "reason": "TF32 settings guidance and InternVL2 meta-init incompatibility are unrelated." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch-missing ImportError and Sentence Transformers hanging on load are different problems." + "reason": "Missing PyTorch ImportError and Sentence Transformers loading hang are different environment/runtime problems." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "SAM 3 Video missing attribute and qwen2.5-vl video position-id bug are different model-specific failures." + "reason": "SAM3 vision encoder missing attribute and qwen2.5-vl video position-id bug are unrelated." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM 3 Video output attribute error is unrelated to missing fields in AutoConfig with trust_remote_code=True." + "reason": "SAM3 attribute error and trust_remote_code missing fields are different model/config issues." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Two import errors, but different symbols and causes: AutoImageProcessor missing vs nonexistent import from image_utils." + "reason": "Both are import-related, but AutoImageProcessor import failure and image_utils import failure are not the same symbol or bug." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Mistral regex patch crash is unrelated to auto_docstring failing under future annotations." + "reason": "Mistral regex patch crash and auto_docstring future-annotations crash are unrelated." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "SAM 3 Video output attribute bug is unrelated to add-new-model-like failing for TOKENIZER_MAPPING_NAMES." + "reason": "SAM3 missing attribute and add-new-model-like TOKENIZER_MAPPING_NAMES failure are different code paths." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized saving failure is unrelated to Llama4Config missing pad_token_id." + "reason": "Quantized model saving and Llama4Config missing pad_token_id are unrelated." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen3.5 Moe, but one is a missing config field silently dropped and the other is a from_pretrained error; not enough evidence they are the same bug." - }, - { - "left": "issue:43232", - "right": "issue:44188", - "accept": false, - "reason": "GenerationMixin cache handling and attention kernel divergence under torch.compile are different code-path bugs." + "reason": "Missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig and Qwen3.5 MoE from_pretrained failure are related by model family but not the same bug." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Same model family, but one is a from_pretrained error and the other is a missing vision-config field; too different to merge." + "reason": "A Qwen3.5 MoE load failure and a Qwen3_5MoeVisionConfig field-drop issue are different regressions." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same title and same VRAM-leak-in-multiple-dataloader-threads bug for Qwen3ForCausalLM; clear duplicate." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Exact same title and same Qwen3.5 Moe from_pretrained error report; clear duplicate." + "reason": "These are the same Qwen3ForCausalLM VRAM leak report with identical title and symptom, just different instances of the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The two true duplicate pairs are correctly identified by exact title match, while the other pairs are reasonably kept separate based on distinct symptoms/code paths." + "feedback": "The assessment is grounded in the packet and stays conservative. The canonical issue choice of issue:43646 is supported by its broad v5 initialization regression framing, and the soft-pair verdicts align with the issue titles and descriptions. The only accepted duplicate pair, issue:42673/issue:43704, is clearly the same VRAM-leak report with matching titles and symptoms. The summary correctly characterizes the cluster as mostly related-but-distinct regressions rather than duplicates." }, "evaluator_used": true, "retried": false, @@ -11462,7 +11539,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ "issue:30333", "issue:30990", @@ -11478,65 +11555,59 @@ "issue:43232", "issue:43278", "issue:43377", - "issue:43479", - "issue:43504", - "issue:43526", "issue:43673", + "issue:43723", "issue:43784", "issue:43824", - "issue:43873", "issue:43874", - "issue:43976", + "issue:43901", "issue:44038", - "issue:44079", + "issue:44060", "issue:44188", "issue:44222", "issue:44242", + "issue:44295", "issue:44351", "issue:44373", "issue:44496", "issue:44568", "issue:44623", "issue:44734", + "issue:44779", "issue:44792", - "issue:44869", - "issue:44933", - "issue:44945", "issue:44964", "issue:45092", "issue:45103", + "issue:45125", "issue:45137", "issue:45200", "issue:45310", + "issue:45356", + "issue:45405", "issue:45561", + "issue:45600", + "issue:45656", "issue:45712", - "issue:45753", "issue:45812" ], "soft_pairs": [ - "issue:43873|issue:44945", "issue:41628|issue:44351", "issue:42831|issue:44222", - "issue:44945|issue:45753", "issue:44222|issue:45310", - "issue:43673|issue:44188", "issue:42994|issue:43824", "issue:36010|issue:41628", "issue:42175|issue:45712", - "issue:43232|issue:44792", "issue:44038|issue:45310", "issue:42222|issue:45200", - "issue:43504|issue:45561", "issue:44496|issue:45561", - "issue:43526|issue:45561", "issue:44964|issue:45137", + "issue:45561|issue:45600", "issue:43377|issue:44242", - "issue:42175|issue:44933", + "issue:43901|issue:45561", + "issue:43232|issue:44792", "issue:42898|issue:44568", - "issue:43976|issue:44933", - "issue:43479|issue:44869", "issue:30990|issue:35141", - "issue:43479|issue:44079", + "issue:43232|issue:44188", "issue:44623|issue:45310", "issue:44188|issue:44373", "issue:43784|issue:43824", @@ -11544,222 +11615,235 @@ "issue:43278|issue:45137", "issue:44734|issue:45103", "issue:30333|issue:33290", - "issue:43874|issue:45092" + "issue:43874|issue:45092", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:44060|issue:45125", + "issue:42898|issue:44779", + "issue:45405|issue:45712", + "issue:44295|issue:45656", + "issue:43673|issue:44188" ], - "prepared_review_unit_hash": "5cbbd52472bc000c57c4796ed1bd2f7d0ac25e1c69b5b936acb4534f9d4efc99", + "prepared_review_unit_hash": "23ece413b4acfc710585e878f837c3506dd814955d13598ccfd9fd9594af793b", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36868, - "estimated_input_tokens": 9217, - "estimated_eval_tokens": 18690 + "soft_pair_count": 32, + "serialized_chars": 37264, + "estimated_input_tokens": 9316, + "estimated_eval_tokens": 18888 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: import/export regressions, multimodal model-loading bugs, tokenizer behavior changes, FP8/quantization issues, and unrelated training/runtime problems. None of the soft pairs look safe to collapse into a single duplicate; they describe different concrete failure modes.", - "confidence": 0.69, - "canonical_issue_reason": "issue:45310 is the clearest representative of the only mildly coherent subtheme here: a Qwen3/Qwen3.5 MoE loading regression on recent transformers versions.", + "summary": "This cluster is noisy and spans several unrelated bug families: tokenizer/v5 regressions, import/export failures, FP8/MoE issues, generation/runtime bugs, and test/CI problems. The soft pairs mostly share a surface theme only, not the same concrete underlying defect, so none should be merged.", + "confidence": 0.86, + "canonical_issue_reason": "issue:42898 is the broadest tokenizer-v5 regression report in the set and is the best anchor for the small tokenizer-behavior subgroup, even though the cluster as a whole is fragmented.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best standalone issue to anchor the cluster because it has a specific model, version range, and a concrete reproducible failure path.", + "best_issue_reason": "issue:42898 is the most general user-facing behavior regression here and the closest thing to a representative issue, but it does not actually duplicate the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43873", - "right": "issue:44945", - "accept": false, - "reason": "Both are runtime/model issues, but one is quantization/offloading and the other is pipeline-parallel generation output corruption; different code paths." - }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different symbols and likely different missing exports/fixes." + "reason": "Both are import errors, but they are for different missing symbols and likely different export paths." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained problem for MoE models." - }, - { - "left": "issue:44945", - "right": "issue:45753", - "accept": false, - "reason": "Pipeline-parallel wrong-output bug and Qwen3_5 infinite-loop-on-image are different failure modes." + "reason": "One reports FP8 accuracy drift; the other is about FP8 save_pretrained behavior in MoE, so the defects differ." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Both touch Qwen MoE and loading/saving, but one is save_pretrained in FP8 and the other is from_pretrained loading failure; not the same concrete bug." - }, - { - "left": "issue:43673", - "right": "issue:44188", - "accept": false, - "reason": "Chunked prefill cache regression and torch.compile attention-kernel divergence are unrelated." + "reason": "Both touch FP8/MoE, but one is save/export related while the other is a from_pretrained load error." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-VL import failure are different subsystems." + "reason": "Quantized model saving failure and a missing model import are unrelated failure modes." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import-name failures, but for different classes and different affected modules." + "reason": "Both are import-name failures, but they involve different objects and code paths." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Package extra/backend dependency issue and dummy-class leakage into dir(transformers) are separate packaging problems." - }, - { - "left": "issue:43232", - "right": "issue:44792", - "accept": false, - "reason": "Generation kwargs handling and a janus image-generation test failure are not the same underlying bug." + "reason": "Backend dependency installation and leftover dummy class cleanup are separate packaging/repo hygiene issues." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both involve Qwen MoE, but the model/version and failure details differ enough that they are not safely the same bug." + "reason": "Both mention Qwen MoE models, but they are different models and different load-time failures." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "VitPose model breakage and Gemma 4 multimodal token-id handling are unrelated." - }, - { - "left": "issue:43504", - "right": "issue:45561", - "accept": false, - "reason": "Legacy model-load preset issue and xdist captured_info.txt race are unrelated." + "reason": "Vitpose model breakage and Gemma 4 token-type defaults are unrelated." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model/config issue and a testing-file race are unrelated." - }, - { - "left": "issue:43526", - "right": "issue:45561", - "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and captured_info.txt race are unrelated." + "reason": "A model config load error and a pytest-xdist race in testing utilities are unrelated." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "Multimodal model loading and DeepSpeed ZeRO3 deque handling are different code paths." }, { - "left": "issue:43377", - "right": "issue:44242", + "left": "issue:45561", + "right": "issue:45600", "accept": false, - "reason": "MIMI padding-mask mismatch and MoE load-balancing-loss omission are different model-behavior bugs." + "reason": "A captured-info race and removed Sam3LiteText config references are separate CI/testing problems." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "TensorFlow extra packaging and image_utils import exposure are different package issues." + "reason": "Missing padding-mask support in MIMI and missing load-balancing loss are different model behaviors." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:43901", + "right": "issue:45561", "accept": false, - "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is add_special_tokens/BOS-EOS handling." + "reason": "Docs for TextClassificationPipeline and a pytest-xdist race are unrelated." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Python-version compatibility and a missing image_utils import are unrelated." + "reason": "Generation kwargs handling and a Janus image-generation test failure are not the same bug." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "Phi4 multimodal config defaults and Whisper timestamp decoding crash are unrelated." + "reason": "Both are tokenizer regressions in v5, but one is cleanup behavior while the other is add_special_tokens/BOS-EOS behavior for a specific tokenizer." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence-transformers loading hang and embedding reinitialization on resize are unrelated." + "reason": "Sentence-Transformers loading hang and token-embedding resize reinit are unrelated." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:43232", + "right": "issue:44188", "accept": false, - "reason": "Multimodal config defaulting and ModelOutput key assignment are different data-structure bugs." + "reason": "Generation kwargs after sync_gpus and attention-kernel branching under torch.compile are different runtime issues." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "processor.save_pretrained missing files and Qwen3.5 MoE from_pretrained failure are different save/load paths." + "reason": "Missing files in processor.save_pretrained and a Qwen3.5 MoE from_pretrained error are different failure modes." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence under torch.compile and a wrong docstring are unrelated." + "reason": "A torch.compile attention-kernel divergence and a wrong docstring are not duplicates." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Sentence-transformers import NameError and Qwen2.5-VL import error are different import breakages." + "reason": "Different import failures with different missing symbols and package interactions." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are v5 tokenizer regressions, but they affect different behaviors and different model families." + "reason": "Both are tokenizer regressions, but one is a cleanup/default-behavior change and the other is wrong token IDs for Granite models." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during evaluation and a ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache continuation indexing and auto_docstring future-annotations handling are separate bugs." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training jobs and DeepSpeed Adafactor OOM are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "A missing image-processor method and remote-code checkpoint incompatibility with meta init are different multimodal issues." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading in v5 and add_special_tokens/BOS-EOS behavior are distinct tokenizer bugs." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing _tp_plan are different Qwen3.5 MoE issues." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "BF16-to-FP32 dtype drift in evaluation and ZeRO3 deque underflow are unrelated." + "reason": "Both are tokenizer regressions, but the symptoms and affected models differ." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "KV-cache continuation crash in serve and auto_docstring future-annotations crash are unrelated." + "reason": "PEFT version pinning and leftover dummy-class cleanup are unrelated." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "MLflow reporting after failed training and DeepSpeed Adafactor OOM are unrelated." + "reason": "A position_ids buffer read error and deepspeed calling optimizer.step twice are different defects." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:43673", + "right": "issue:44188", "accept": false, - "reason": "GLM46V image-processor token counting and InternVL2 meta-init incompatibility are different multimodal model bugs." + "reason": "Missing GenerationMixin cache in chunked_prefill and attention-kernel branching under compile are different generation/runtime bugs." } ] }, @@ -11781,15 +11865,17 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ - "issue:22355", "issue:28282", "issue:30333", + "issue:30990", "issue:34689", "issue:35141", "issue:36331", + "issue:38175", "issue:41628", + "issue:42175", "issue:42757", "issue:42831", "issue:42898", @@ -11798,7 +11884,9 @@ "issue:43479", "issue:43644", "issue:43723", - "issue:44060", + "issue:43873", + "issue:43976", + "issue:44079", "issue:44206", "issue:44222", "issue:44261", @@ -11812,20 +11900,16 @@ "issue:44484", "issue:44485", "issue:44514", - "issue:44568", "issue:44623", - "issue:44779", + "issue:44869", "issue:44871", "issue:44933", + "issue:44945", "issue:44977", - "issue:44991", "issue:45092", "issue:45103", - "issue:45125", "issue:45310", - "issue:45356", "issue:45357", - "issue:45405", "issue:45406", "issue:45656", "issue:45712", @@ -11833,280 +11917,266 @@ "issue:46050" ], "soft_pairs": [ - "issue:43723|issue:44568", - "issue:42898|issue:45356", - "issue:44060|issue:45125", - "issue:42898|issue:44779", - "issue:45405|issue:45712", - "issue:44295|issue:45656", "issue:42898|issue:44448", "issue:44933|issue:45712", + "issue:42175|issue:44933", "issue:44222|issue:44297", + "issue:43479|issue:44079", "issue:44297|issue:45656", - "issue:43479|issue:43644", + "issue:43976|issue:44933", "issue:44222|issue:44623", "issue:42831|issue:44623", + "issue:43479|issue:44869", "issue:44206|issue:45103", "issue:41628|issue:42757", "issue:30333|issue:36331", - "issue:22355|issue:28282", "issue:44297|issue:45310", "issue:30333|issue:34689", "issue:44222|issue:44484", + "issue:44263|issue:45092", "issue:43232|issue:45834", "issue:43723|issue:44977", - "issue:44263|issue:45092", "issue:28282|issue:30333", "issue:30333|issue:35141", + "issue:43873|issue:44945", "issue:44373|issue:44485", "issue:44295|issue:44623", "issue:44483|issue:45406", "issue:44263|issue:44360", "issue:44514|issue:45103", "issue:44261|issue:45092", + "issue:43479|issue:43644", "issue:45092|issue:45357", "issue:43723|issue:44871", - "issue:43723|issue:44991", - "issue:42907|issue:46050" + "issue:42907|issue:46050", + "issue:30990|issue:38175" ], - "prepared_review_unit_hash": "ad17047f92f49bb72b2eed28491644b1e2f888c9c59009078b08113e3fb5a15c", + "prepared_review_unit_hash": "b6cd697cf7bc6f8c0261efc49a800eb097abdda095a0b6133f493280de8b480f", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38079, - "estimated_input_tokens": 9520, - "estimated_eval_tokens": 19296 + "soft_pair_count": 33, + "serialized_chars": 37338, + "estimated_input_tokens": 9335, + "estimated_eval_tokens": 18926 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose collection of Transformer regressions, with the strongest common thread being v5 tokenizer/loading behavior. However, the soft pairs are generally only subsystem-adjacent, not true duplicates of the same concrete bug.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43723 is the broadest and most central representative of the shared tokenizer-loading regression theme in this cluster, and it best captures the largest nearby subset of issues.", + "summary": "No soft pair looks like a true duplicate: the matches are mostly broad topical similarity across unrelated bugs (imports, loading, save/load, generation, quantization, docs). I would not merge any of the candidate pairs. The best single issue to represent this set is the narrow, concrete serialization bug in issue 44297.", + "confidence": 0.85, + "canonical_issue_reason": "issue:44297 is the cleanest, most actionable standalone bug report in the set: a specific tokenizer save_pretrained serialization mismatch with a clear failure mode. It is narrower and better scoped than the more generic regressions or subsystem-wide reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the best global anchor because it is user-facing, broad enough to cover the main tokenization/loading regression theme, and more representative than the narrower model- or feature-specific reports.", + "best_issue_reason": "issue:44297 is the strongest representative issue here because it is concrete, reproducible, and centered on one code path. The other items are too heterogeneous to serve as duplicates of it or of each other.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43723", - "right": "issue:44568", - "accept": false, - "reason": "Both are tokenizer-related, but one is a generic v5 loading failure and the other is a specific add_special_tokens/BOS-EOS regression for mdeberta-v3; not the same bug." - }, - { - "left": "issue:42898", - "right": "issue:45356", - "accept": false, - "reason": "Different tokenizer regressions: cleanup behavior in v5 versus Kimi-K2.5 codec handling and warning noise." - }, - { - "left": "issue:44060", - "right": "issue:45125", - "accept": false, - "reason": "Unrelated model-weight tying warning versus missing tensor-parallel plan; different code paths." - }, { "left": "issue:42898", - "right": "issue:44779", + "right": "issue:44448", "accept": false, - "reason": "Both mention tokenizer changes in v5, but the reported failures are different models and different underlying behaviors." + "reason": "Both concern version-related output changes, but one is tokenizer cleanup behavior and the other is model output drift; different bugs and code paths." }, { - "left": "issue:45405", + "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "PEFT version bump and leftover dummy class cleanup are unrelated maintenance issues." - }, - { - "left": "issue:44295", - "right": "issue:45656", - "accept": false, - "reason": "Buffer access error versus deepspeed optimizer stepping twice; different subsystems." + "reason": "Both are import/symbol visibility complaints, but one is a missing image_utils import and the other is dummy PT objects leaking into namespace/check_repo; not the same underlying defect." }, { - "left": "issue:42898", - "right": "issue:44448", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Both are v4/v5 output regressions, but the concrete failure modes and affected paths are different." + "reason": "Different backends and symptoms: TensorFlow packaging vs a missing image_utils import." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Import cleanup leak in image_utils versus leftover dummy classes in dummy_pt_objects; not the same artifact." + "reason": "Both mention save_pretrained, but one is FP8 MoE saving and the other is tokenizer config metadata; different artifacts and failure modes." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Model quantization save_pretrained bug versus tokenizer metadata mismatch; different save paths." + "reason": "Config initialization bug vs ModelOutput key assignment bug; unrelated code paths." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata bug and deepspeed optimizer issue are unrelated." + "reason": "Tokenizer serialization issue vs DeepSpeed optimizer stepping; unrelated." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Different initialization problems: multimodal config defaults versus non-persistent buffer junk." + "reason": "Python version compatibility issue vs missing import from image_utils; no shared root cause." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both involve saving artifacts, but one is FP8 MoE model saving and the other is processor file saving; not the same bug." + "reason": "Both involve saving, but they target different classes (FP8 MoE model vs processor) and different missing-file symptoms." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "Accuracy degradation in FineGrainedFP8 is unrelated to missing processor files." + "reason": "Accuracy regression in FP8 vs processor save_pretrained missing files; different problems." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config default handling vs Whisper timestamp decode crash; unrelated." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "FeatureExtractor argument regression and auto_docstring annotation crash are separate issues." + "reason": "Generation kwargs handling vs autodoc annotation introspection crash; different subsystems." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Import errors in different packages with different missing symbols; not a duplicate." + "reason": "Both are import errors, but they are for different symbols in different modules and are not the same bug." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLFlow status reporting and CustomTrainer compute_loss signature mismatch are unrelated training issues." - }, - { - "left": "issue:22355", - "right": "issue:28282", - "accept": false, - "reason": "Different import/dependency failures: missing transformers.onnx module versus missing PyTorch dependency." + "reason": "MLflow reporting on failed training vs trainer compute_loss signature change; unrelated." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save metadata mismatch versus Qwen3.5 MoE from_pretrained failure; too different to merge." + "reason": "Tokenizer save_pretrained metadata bug vs Qwen3.5 from_pretrained regression; different direction of failure." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLFlow reporting bug and Llama 3.2 model-loading regression are unrelated." + "reason": "Training-job MLflow reporting vs model loading regression; unrelated." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MoE save_pretrained bug versus max_shard_size question; not the same code-path defect." + "reason": "FP8 save_pretrained bug vs a question about max_shard_size default; not the same issue." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer split behavior vs remote-code checkpoint/meta-init incompatibility; different bugs." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs update issue and Kosmos2.5 OCR index error are different runtime failures." + "reason": "Generation state update bug vs long OCR input index error; unrelated." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Both are tokenizer/generation complaints, but they target different models and different behaviors; not the same bug." - }, - { - "left": "issue:44263", - "right": "issue:45092", - "accept": false, - "reason": "torch.split return-value issue and meta-initialization incompatibility are unrelated." + "reason": "Tokenizer loading issue vs flash-attention generation bug; different code paths." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "ImportError for PyTorch and MLFlow reporting on failed jobs are unrelated." + "reason": "PyTorch missing ImportError vs MLflow reporting bug; unrelated." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Training-job reporting and embedding resize/post_init reinitialization are different bugs." + "reason": "Training failure reporting vs embedding resize/post_init reinitialization; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior vs pipeline-parallel LLM output correctness; different failure modes." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring mismatch and RoPE implementation discussion are not the same underlying defect." + "reason": "Docstring mismatch vs RoPE implementation discussion; not the same underlying bug." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Reading position_ids after buffer registration and missing processor save files are separate problems." + "reason": "Buffer registration/readback bug vs processor save_pretrained file omission; different code paths." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat/completions endpoint rejection and Gemma4Processor missing _tokenizer are different server/runtime failures." + "reason": "Server request handling regression vs Gemma4Processor attribute error in serve; related to serving only at a very high level, but not the same bug." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both mention the DSA indexer, but one is about split outputs and the other about a missing ReLU; likely distinct fixes." + "reason": "Both touch the DSA indexer, but one is about torch.split returns and the other about a missing ReLU; distinct defects." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Batched chat template crash and auto_docstring annotation crash are unrelated." + "reason": "Processor batched chat-template crash vs autodoc annotation crash; unrelated." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Layernorm epsilon precision issue and remote-code meta-init incompatibility are different bugs." + "reason": "MLA norm epsilon precision issue vs checkpoint/meta-init incompatibility; different models and causes." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config defaulting bug vs non-persistent buffer junk-fill regression; unrelated." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "InternVL2 meta-initialization incompatibility and Qwen3.5 visual-encoder key saving regression do not share the same concrete failure." + "reason": "Different model families and different save/load regressions; not duplicates." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Both are tokenizer/config issues, but one is a generic loading regression and the other is an eos_token_id inconsistency for Gemma-3." + "reason": "Tokenizer loading failure vs EOS token config inconsistency; related to loading/configuration but not the same bug." }, { - "left": "issue:43723", - "right": "issue:44991", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "The titles are close, but one is a broad v5 tokenizer-loading issue and the other is a specific model failure; insufficient evidence of the same bug." + "reason": "Both involve quantized model persistence, but one is dequantized saving and the other is sinq save/load corruption; too different to merge." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Both concern quantized model save/load, but they involve different quantization flows and likely different code paths." + "reason": "Sentence Transformers loading hang vs SigLIP2 zero probabilities; unrelated." } ] }, @@ -12128,13 +12198,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ "issue:22355", - "issue:28218", + "issue:28282", "issue:30990", "issue:33357", - "issue:38175", "issue:39401", "issue:41628", "issue:42371", @@ -12146,6 +12215,8 @@ "issue:43066", "issue:43122", "issue:43232", + "issue:43408", + "issue:43475", "issue:43479", "issue:43576", "issue:43646", @@ -12153,7 +12224,7 @@ "issue:43756", "issue:43784", "issue:43824", - "issue:43976", + "issue:43937", "issue:44038", "issue:44060", "issue:44117", @@ -12163,12 +12234,10 @@ "issue:44297", "issue:44373", "issue:44442", - "issue:44488", "issue:44514", - "issue:44521", "issue:44568", "issue:44704", - "issue:44743", + "issue:44779", "issue:44829", "issue:44913", "issue:44945", @@ -12176,256 +12245,250 @@ "issue:45290", "issue:45310", "issue:45593", + "issue:45600", "issue:45753", "issue:46002" ], "soft_pairs": [ - "issue:30990|issue:38175", "issue:44829|issue:46002", - "issue:43723|issue:44442", "issue:42831|issue:45310", "issue:41628|issue:43824", - "issue:43479|issue:44913", "issue:44263|issue:44373", + "issue:43479|issue:44913", "issue:42831|issue:44038", "issue:39401|issue:44568", + "issue:22355|issue:28282", "issue:42757|issue:45278", "issue:42886|issue:42994", - "issue:43232|issue:45593", - "issue:43756|issue:44060", - "issue:42831|issue:45753", + "issue:44945|issue:45753", "issue:43576|issue:43784", "issue:42886|issue:43066", "issue:42371|issue:44263", - "issue:43122|issue:44521", + "issue:43232|issue:45593", "issue:44117|issue:44704", - "issue:22355|issue:28218", "issue:43646|issue:46002", "issue:44295|issue:44297", "issue:30990|issue:33357", + "issue:43756|issue:44060", "issue:44704|issue:45290", - "issue:43232|issue:44743", "issue:42907|issue:44945", - "issue:43122|issue:44514", "issue:44261|issue:44373", - "issue:43976|issue:44945", + "issue:43122|issue:44514", "issue:41628|issue:45278", - "issue:39401|issue:44488" + "issue:43784|issue:45600", + "issue:43723|issue:44779", + "issue:42907|issue:43937", + "issue:43723|issue:44442", + "issue:43408|issue:43475" ], - "prepared_review_unit_hash": "a3874bf5c442d27f25e774b79cb56dfae602321b1c7561e27002469fd77d19fe", + "prepared_review_unit_hash": "7b1c22656e88ea3df628f3a7d983d54b30fcd7a1a257cada36100498a6d5ce1c", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36530, - "estimated_input_tokens": 9133, - "estimated_eval_tokens": 18522 + "soft_pair_count": 30, + "serialized_chars": 36281, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous, with many unrelated regressions that only share broad themes like tokenization, imports, or v5 breakages. I found no soft-edge pair that is clearly the same underlying bug/change, so I would keep the cluster split and use a broad tokenizer-loading regression as the best issue anchor.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 43723 is the broadest, most central tokenizer-loading regression in the set; several nearby reports are narrower tokenizer failures, so it is the least-specific anchor if one must be chosen.", + "summary": "This cluster is a loose similarity set around Transformers v5 import/loading regressions, tokenizer issues, and several unrelated model-specific bugs. I do not see any soft pair that clearly represents the same underlying bug/change, so I reject all soft edges.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set for upgrade-related import breakages, making it the best canonical bucket even though it is broader than many of the specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "43723 is the best triage anchor because it is the most general user-facing description of the tokenizer-loading problem space here, even though the overall cluster is not a true duplicate set.", + "best_issue_reason": "45278 is the most useful triage hub because it captures the general v5 import-regression theme and can absorb related missing-import reports better than the narrower tickets.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:30990", - "right": "issue:38175", - "accept": false, - "reason": "Different symptoms and components: Sentence Transformers loading hang vs. SigLIP2 zero-probability output." - }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Both concern model training instability, but one is flash-attention-3 degenerate training and the other is NaNs after checkout/init; not the same bug." - }, - { - "left": "issue:43723", - "right": "issue:44442", - "accept": false, - "reason": "Both are tokenizer-load failures, but 43723 is generic v5 loading trouble while 44442 is a specific FastSpeech2ConformerTokenizer load failure; too little evidence of one concrete code-path bug." + "reason": "Different failure modes: degenerate training with FA3 vs NaNs on checkout/init; not the same code-path bug." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FP8 accuracy issues and a Qwen3.5-Moe from_pretrained error are unrelated failures." + "reason": "FineGrainedFP8 accuracy issue and Qwen3.5 MoE from_pretrained error are unrelated." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and likely different causes." + "reason": "Both are import errors, but they concern different missing symbols and likely different fixes." }, { - "left": "issue:43479", - "right": "issue:44913", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Different config behaviors: multimodal default config initialization vs. GPTNeoX rotary_pct reload regression." + "reason": "One is a torch.split behavior bug, the other is a docstring issue; not duplicates." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:43479", + "right": "issue:44913", "accept": false, - "reason": "One is a torch.split/indexer logic issue; the other is a docstring problem." + "reason": "Different config classes and symptoms; one is multimodal default init, the other is GPTNeoX reload behavior." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Unrelated model-specific bugs: FP8 accuracy vs. Qwen3-VL-Moe behavior." + "reason": "Different models and failure classes; no shared concrete bug path." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Different tokenizer regressions: offset_mapping handling vs. missing BOS/EOS insertion." + "reason": "Separate tokenizer regressions affecting different models and behaviors." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "ONNX module import failure vs missing PyTorch dependency; distinct causes." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Both mention imports, but one is a specific huggingface_hub symbol removal and the other is broad post-upgrade import breakage; not the same issue." + "reason": "45278 is a broad import-regression umbrella, but 42757 is a specific missing symbol from huggingface_hub; not the same concrete bug." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving are unrelated." - }, - { - "left": "issue:43232", - "right": "issue:45593", - "accept": false, - "reason": "Generation state update bug vs. D-FINE auxiliary-loss omission; different code paths." - }, - { - "left": "issue:43756", - "right": "issue:44060", - "accept": false, - "reason": "Smollm3 RoPE-layer handling and Qwen3-Next tied-weights warning are separate model-architecture issues." + "reason": "Offline cache tokenizer loading and quantized model saving are unrelated." }, { - "left": "issue:42831", + "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Different bugs: FP8 accuracy regression vs. an infinite loop on a specific image in Qwen3_5." + "reason": "Pipeline-parallelism output corruption vs image-specific infinite loop; different code paths." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "A broken env command and a NameError on importing sentence-transformers are different failures." + "reason": "CLI env command breakage and sentence-transformers import NameError are separate issues." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading and tokenizer decoder-type mismatch are not the same underlying bug." + "reason": "Offline cache loading and wrong decoder type are different tokenizer problems." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 config settings and a torch.split return-value issue are unrelated." + "reason": "TF32 settings warning and torch.split return handling are unrelated." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "Both are tokenizer-related, but one is a tokenization change across versions and the other is assistant mask generation for multimodal inputs." + "reason": "Generation kwarg update after sync_gpus is unrelated to auxiliary-loss handling in D-FINE." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs forwarding are different loader bugs." - }, - { - "left": "issue:22355", - "right": "issue:28218", - "accept": false, - "reason": "An import error for transformers.onnx is unrelated to tokenizer spacing after added tokens." + "reason": "Tokenizer mapping None handling and AutoProcessor kwargs forwarding are different loader bugs." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are different regressions." + "reason": "Custom model initialization breakage and NaNs in classification heads do not match." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Reading a registered position_ids buffer and tokenizer_class mismatch in save_pretrained are separate issues." + "reason": "Reading a bufferized position_ids tensor and tokenizer_class mismatch on save_pretrained are separate defects." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Different model/runtime failures: loading stuck vs. a MacOS bus error." + "reason": "Stuck loading and Mac bus error are not the same underlying bug." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "AutoProcessor cached_file kwarg forwarding and apply_chat_template crashing on tool-call assistant messages are different code paths." + "reason": "Smollm3 RoPE-layer discrepancy and Qwen3-Next tied-weights warning are unrelated model issues." }, { - "left": "issue:43232", - "right": "issue:44743", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Both are generation-related, but one is update_model_kwargs logic and the other is recurrent state reset in modular_qwen3_5." + "reason": "Cached_file kwarg forwarding and chat-template tool-call crashes are different paths." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized-model saving vs. pipeline-parallelism output corruption are unrelated." + "reason": "Dequantized model saving failure is unrelated to pipeline parallelism output errors." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Precision/config epsilon bug and docstring mismatch are not duplicates." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Different chat-template/tokenization failures: version-dependent tokenization drift vs. batched padding=False crash." + "reason": "Different tokenizer regressions: one changes tokenization output, the other crashes in batched chat templating." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "MLA precision/config issue and a wrong docstring are not the same bug." + "reason": "45278 is a broad import-error umbrella, but 41628 is a specific missing export; not enough evidence of one shared code-path bug." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Python-version compatibility and pipeline-parallelism output errors are unrelated." + "reason": "Import-time NameError and stale auto_mappings references are separate issues." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:43723", + "right": "issue:44779", "accept": false, - "reason": "Both are import-related, but one is a missing AutoImageProcessor symbol and the other is broad post-upgrade import breakage; not a single concrete fix." + "reason": "Generic tokenizer loading failure and Deepseek tokenization incorrectness are different problems." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Quantized saving failure and invalid GenerationConfig are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both involve AutoTokenizer loading, but the evidence is too weak to say they are the same concrete bug." + }, + { + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Both mention tokenizer loading, but one is offset_mapping for Qwen3 and the other is a separate model failing to load." + "reason": "Wrong model-class warning and missing output attribute are distinct SAM 3 video issues." } ] }, @@ -12447,30 +12510,33 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ "issue:22355", + "issue:28218", "issue:29127", "issue:29159", "issue:30990", "issue:36296", - "issue:38617", "issue:39401", - "issue:42673", + "issue:42222", + "issue:42371", "issue:42757", + "issue:42831", "issue:42907", "issue:43066", "issue:43116", "issue:43122", - "issue:43278", - "issue:43408", + "issue:43232", + "issue:43441", "issue:43452", - "issue:43475", "issue:43493", "issue:43611", "issue:43784", "issue:43824", + "issue:43874", "issue:43937", + "issue:43976", "issue:43992", "issue:44038", "issue:44222", @@ -12479,30 +12545,26 @@ "issue:44351", "issue:44360", "issue:44485", + "issue:44488", "issue:44521", "issue:44625", "issue:44704", "issue:44779", "issue:44829", - "issue:44945", "issue:44964", "issue:44977", - "issue:45072", "issue:45200", "issue:45216", - "issue:45278", + "issue:45245", "issue:45446", "issue:45478", - "issue:45600", "issue:45753", "issue:46002" ], "soft_pairs": [ - "issue:43784|issue:45600", - "issue:42907|issue:43937", - "issue:43408|issue:43475", + "issue:43232|issue:45245", "issue:44360|issue:44485", - "issue:39401|issue:44521", + "issue:43122|issue:44521", "issue:44625|issue:44829", "issue:43116|issue:45200", "issue:44038|issue:44297", @@ -12512,231 +12574,234 @@ "issue:43122|issue:44779", "issue:36296|issue:43116", "issue:42907|issue:43452", - "issue:43824|issue:44351", "issue:44038|issue:44222", + "issue:39401|issue:44488", + "issue:43824|issue:44351", "issue:45216|issue:45478", + "issue:39401|issue:44521", "issue:42757|issue:44351", - "issue:43278|issue:44945", - "issue:43493|issue:45753", "issue:43784|issue:45446", "issue:43992|issue:44704", "issue:43122|issue:44977", + "issue:22355|issue:28218", "issue:22355|issue:29159", "issue:43066|issue:44779", - "issue:38617|issue:45278", - "issue:42673|issue:45072", "issue:43937|issue:44485", "issue:43611|issue:46002", - "issue:22355|issue:29127" + "issue:42371|issue:43874", + "issue:43976|issue:45446", + "issue:42222|issue:43441", + "issue:43493|issue:45753", + "issue:42831|issue:44297" ], - "prepared_review_unit_hash": "a84d64a90abce7bb5c596163da1df1fa852a87bbd7f709ff577654062e2890c8", + "prepared_review_unit_hash": "481880870dbe59b60cede4256d7b92873aa51cba61feb61c4bbf15d306e5a626", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35694, - "estimated_input_tokens": 8924, - "estimated_eval_tokens": 18104 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36463, + "estimated_input_tokens": 9116, + "estimated_eval_tokens": 18488 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose set of Transformers-related regression reports, but the soft pairs are mostly only thematically similar rather than true duplicates. They span different models, different APIs, and different failure modes, so none should be merged as the same underlying bug.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "These are mostly unrelated single-bug reports. The only loose thematic overlap is tokenizer regressions around v5, but none of the soft pairs look like true duplicates.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43122 is the most broadly phrased and central tokenizer-regression report, so it best serves as the cluster anchor among these mostly unrelated issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the broadest umbrella-style report in the set (many import errors after a 4.57.0\u21925.5.0 upgrade) and is the closest thing to a representative anchor, though it does not actually duplicate the other issues.", + "best_issue_reason": "issue:43122 has the clearest cross-cutting scope (tokenization changes across versions) and enough discussion/inbound refs to represent the cluster better than the narrower model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43784", - "right": "issue:45600", - "accept": false, - "reason": "Both are import-related, but they describe different missing symbols/code paths: sentence-transformers import failure vs auto_mappings references to removed Sam3LiteText configs." - }, - { - "left": "issue:42907", - "right": "issue:43937", - "accept": false, - "reason": "Different bugs: saving dequantized Ministrals/Devstrals vs a GLM-5 GenerationConfig validation error." - }, - { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:43232", + "right": "issue:45245", "accept": false, - "reason": "Both involve SAM 3 Video, but one is a wrong model-type warning and the other is a missing attribute on an output object; not the same concrete defect." + "reason": "Generation sync/kwargs handling and a category-cardinality runtime error are unrelated failure modes." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "Unrelated topics: a DSA indexer ReLU discussion vs GLM-5 RoPE implementation." + "reason": "A DSA indexer bug and a GLM-5 RoPE implementation discussion do not describe the same code-path problem." }, { - "left": "issue:39401", + "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Both concern tokenizer/chat-template behavior, but one is wrong offset_mapping for Qwen3 and the other is all-zero assistant masks for multimodal inputs." + "reason": "Both involve tokenization-adjacent behavior, but one is a generic tokenizer regression and the other is multimodal chat-template assistant-mask generation." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Different code paths: num_labels propagation in Qwen3.5 config vs flash_attention_3 causing degenerate training." + "reason": "num_labels propagation in Qwen3.5 is unrelated to flash_attention_3 training degeneration." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Different failures in different examples/models: empty multi-label classification outputs vs Gemma 4 mm_token_type_ids defaults." + "reason": "Empty multi-label classification results in an example script is a different bug from Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe loading issue and tokenizer.save_pretrained tokenizer_class mismatch are unrelated." + "reason": "Qwen3-VL-Moe from_pretrained failure and tokenizer_class mismatch on save_pretrained affect different APIs and code paths." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Both are model loading problems, but for different models and different failure modes; not a single duplicate bug." + "reason": "Saving dequantized Ministral/Devstral and loading Phi-4 multimodal are not the same underlying bug." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "Different subsystems: LayoutLMv3 error-message clarity vs Sentence Transformers loading stall." + "reason": "An error-message clarity issue in LayoutLMv3 is unrelated to Sentence Transformers getting stuck loading." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe issue vs a position_ids buffer/read regression are different bugs." + "reason": "Qwen3-VL-Moe loading and reading a registered position_ids buffer are different concrete failures." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both mention tokenizer regressions in v5, but they affect different models and likely different tokenizer code paths." + "reason": "Both mention tokenizer regressions, but the symptoms and affected models differ too much to treat as one bug." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug and multi-label classification empty outputs are unrelated." + "reason": "Tensor-parallel training instability is unrelated to the classification example script returning empty multi-label results." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Different problems: dequantized model saving vs gguf_file loading in AutoTokenizer/AutoModelForCausalLM." - }, - { - "left": "issue:43824", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but for different symbols and modules: Qwen2_5_VLForConditionalGeneration vs HybridCache." + "reason": "Dequantized save failure and gguf_file loading failure are different model-loading/saving bugs." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Same broad model family, but not the same bug: Qwen3-VL-Moe regression vs FP8 save_pretrained issue." + "reason": "Both mention MoE/FP8, but one is a Qwen3-VL-Moe load bug and the other is FP8 save_pretrained behavior." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Both concern Qwen3.5 and version 5.4.0+, but one is a bad saved checkpoint and the other is a from_pretrained error; save/load symptoms are not enough to treat as one duplicate." + "reason": "Wrong offset mappings for Qwen3 tokenizer and failure to load cjvt/sleng-bert are unrelated symptoms." }, { - "left": "issue:42757", + "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different packages: huggingface_hub's is_offline_mode vs transformers' HybridCache." + "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache are different import errors from different symbols." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Embedding dtype mismatch in train/eval is unrelated to incorrect output under pipeline parallelism." + "reason": "Both are Qwen3.5/Transformers 5.4.0 regressions, but save_pretrained checkpoint corruption and from_pretrained MoE errors are not the same bug." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping and all-zero assistant masks are separate tokenizer/template issues." + }, + { + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy and a Qwen3_5 image-specific infinite loop are separate model bugs." + "reason": "One is an import break from huggingface_hub and the other from transformers; different packages, different missing names." }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "Both are import issues, but one is sentence-transformers importing latest transformers and the other is a wrong PyTorch version check for AuxRequest in flex_attention." + "reason": "Sentence-transformers import NameError and a PyTorch version-check bug in flex_attention are unrelated." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight and AutoProcessor failing to forward kwargs to cached_file are unrelated loader bugs." + "reason": "Missing embed_tokens.weight in from_pretrained and AutoProcessor kwargs not reaching cached_file are different loading-path problems." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "Both are tokenization regressions in v5, but they are model-specific and not the same tokenizer defect." + "reason": "Both are tokenizer regressions in v5, but the model families and concrete failures differ; not enough to merge." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx and an extra-space tokenizer bug are unrelated." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "No module named transformers.onnx and slow/fast tokenizer inconsistency are unrelated." + "reason": "Missing transformers.onnx and slow/fast tokenizer inconsistency do not describe the same issue." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both concern tokenizer behavior in v5, but one is decoder type selection and the other is Deepseek tokenization correctness; different bugs." + "reason": "A decoder-type config bug and Deepseek tokenizer wrong outputs are different underlying problems." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Both are import regressions, but one is a missing layer_type_validation symbol and the other is a broad multi-import breakage report; not the same concrete failure." + "reason": "Invalid GenerationConfig and GLM-5 RoPE implementation are not the same failure." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM under multithreaded dataloaders is unrelated to dtype mismatches in bfloat16 inference." + "reason": "base_model_prefix loading regression and NaNs in classification heads are distinct bugs." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "GenerationConfig validation for GLM-5 and GLM-5 RoPE implementation are different issues." + "reason": "TF32 API warning guidance and a missing image-patch helper method are unrelated." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Base_model_prefix loading breakage and NaNs in classification heads are unrelated training/loading problems." + "reason": "Python version compatibility and an incorrect PyTorch version guard are separate environment-check issues." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Different topics entirely: ONNX import failure vs LayoutLMv3 error-message clarity." + "reason": "VitPose model breakage and Ministral flash-attention failure affect different models and code paths." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite-loop generation are unrelated model-specific bugs." } ] }, @@ -12758,297 +12823,289 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ + "issue:22355", + "issue:29127", "issue:33453", "issue:38617", "issue:39401", "issue:41628", - "issue:42222", - "issue:42371", "issue:42673", "issue:43064", "issue:43116", + "issue:43381", "issue:43421", - "issue:43441", "issue:43450", "issue:43493", - "issue:43582", "issue:43673", "issue:43825", "issue:43827", - "issue:43874", - "issue:43906", "issue:43937", - "issue:43976", "issue:43986", "issue:44038", "issue:44075", "issue:44117", - "issue:44261", "issue:44291", + "issue:44380", "issue:44410", "issue:44466", "issue:44484", + "issue:44625", "issue:44779", "issue:44829", "issue:44936", + "issue:44945", "issue:44977", "issue:45071", + "issue:45072", "issue:45081", "issue:45083", "issue:45216", + "issue:45278", "issue:45310", - "issue:45341", "issue:45357", "issue:45405", "issue:45446", "issue:45478", - "issue:45561", "issue:45563", "issue:45588", - "issue:46002" + "issue:46002", + "issue:46077" ], "soft_pairs": [ - "issue:42371|issue:43874", - "issue:43976|issue:45446", - "issue:42222|issue:43441", - "issue:43064|issue:43673", - "issue:43116|issue:43493", "issue:44075|issue:44936", "issue:45357|issue:45478", "issue:44038|issue:45478", "issue:43116|issue:43825", "issue:45083|issue:45446", + "issue:43116|issue:43493", "issue:43937|issue:45563", - "issue:44117|issue:45588", + "issue:38617|issue:45278", + "issue:43064|issue:43673", + "issue:44380|issue:46077", "issue:33453|issue:39401", + "issue:44117|issue:45588", + "issue:44625|issue:46002", "issue:43827|issue:45446", "issue:39401|issue:44779", + "issue:22355|issue:29127", + "issue:43381|issue:44945", "issue:43937|issue:44977", "issue:44466|issue:46002", - "issue:42673|issue:43906", - "issue:44291|issue:45071", "issue:45405|issue:45446", "issue:43450|issue:43986", - "issue:45341|issue:45561", "issue:44117|issue:45081", "issue:38617|issue:41628", + "issue:42673|issue:45072", "issue:44410|issue:45310", "issue:44829|issue:45216", + "issue:44291|issue:45071", "issue:39401|issue:43421", - "issue:42371|issue:44261", - "issue:44484|issue:45310", - "issue:42673|issue:43582" + "issue:44484|issue:45310" ], - "prepared_review_unit_hash": "52954e4855191245b4cba4b3bb5232ec8219cb3c8c9a47e7e6991011d614a014", + "prepared_review_unit_hash": "4dca3bb6db679c21b1f784f58219e4716ee652cd6b286df3be7bbf837c783f9e", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36692, - "estimated_input_tokens": 9173, - "estimated_eval_tokens": 18602 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35767, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions and docs/runtime issues rather than one duplicate thread. The only strong internal duplicate signal is the identical Qwen3.5 Moe from_pretrained report pair (issue:45310 and issue:45478).", - "confidence": 0.88, - "canonical_issue_reason": "issue:45310 is the better anchor because it is the earlier of the two identical-title Qwen3.5 Moe from_pretrained reports and cleanly represents the one clear duplicate pair in the cluster.", + "summary": "This cluster is thematically related to Transformers v5 regressions, but the items split into distinct bugs across imports, tokenizers, Qwen3.5, training, and generation. I don\u2019t see any soft-edge pair that clearly describes the same underlying change or defect, so no merges are justified.", + "confidence": 0.71, + "canonical_issue_reason": "If a single anchor is needed, issue:45278 is the broadest umbrella for the import-regression slice ('many import errors after update to 5.5.0'), but the overall cluster is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the most suitable global anchor for this cluster because it has the clearest duplicate counterpart (issue:45478) and the most direct, concrete bug report among the near-duplicate candidates.", + "best_issue_reason": "issue:45278 is the best representative only in the loose sense that it captures the widest recurring theme (import failures after v5 upgrade); it is not a strict duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Different bugs: TF32 API behavior vs a missing GLM46V image-processor method." + "reason": "Unrelated bugs: unused SGD args vs trainer.evaluate() failure after training." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "Unrelated failures: Python version/package support vs a flex_attention import/version check." + "reason": "Same model family, but different code paths: save_pretrained key serialization vs from_pretrained loading error." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Different model paths and symptoms: vitpose breakage vs Ministral flash-attention failure." + "reason": "Both mention Qwen3.5/Qwen3-VL-Moe loading issues, but the titles don\u2019t identify the same concrete failure." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Training optimizer-state corruption vs generation cache missing; different code paths." + "reason": "Different features entirely: multi-label classification example vs pipeline() translation support/error messaging." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "Classification example output bug vs SigLIP2 implementation discrepancy; not the same issue." + "reason": "qwen3_omni_moe feature-length helper behavior is unrelated to flex_attention version-check/import logic." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Optimizer argument handling vs trainer evaluate-after-train failure; distinct regressions." + "reason": "Different model and symptom: classification example output vs SigLIP2 implementation discrepancy." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "Same model family, but save_pretrained visual-key regression is not the same bug as the from_pretrained load error." + "reason": "GenerationConfig validation failure and a stale warning for num_return_sequences are different issues." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Different Qwen variants and different failure modes; not the same concrete bug." + "reason": "Both are import regressions, but one is a specific missing symbol and the other is a broad upgrade report; not the same underlying bug." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "Example-script classification behavior vs pipeline deprecation/error messaging; unrelated." + "reason": "Optimizer-state corruption in training is unrelated to missing GenerationMixin cache during chunked prefill." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "Feature-extraction output length logic vs flex_attention import/version gating; different problems." + "reason": "Both concern attention behavior, but GPT2 scaling under SDPA/FlashAttention and Gemma4 causal masking are distinct code paths." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Invalid GenerationConfig vs a stale warning about num_return_sequences; not the same bug." + "reason": "Tokenizer loading regression vs incorrect offset_mapping are different tokenizer bugs." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping fallback issue vs flash_attention crash on s_aux=None; different subsystems." + "reason": "TOKENIZER_MAPPING_NAMES returning None is unrelated to flash_attention.py crashing on s_aux=None." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "Both tokenizer-related, but loading regression and wrong offset_mapping are distinct bugs." + "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are not the same defect." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Documentation/pipeline references vs flex_attention import behavior; unrelated." + "reason": "Docs still referencing pipeline() and a PyTorch version check bug are unrelated." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Different model-specific tokenizer regressions with different symptoms and root causes." + "reason": "Different tokenizer correctness bugs for different models; not one shared issue." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "Invalid generation config vs flash-attention generation bug; not the same code-path problem." + "reason": "Missing transformers.onnx module and a LayoutLMv3 error-message clarity issue are unrelated." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:43381", + "right": "issue:44945", "accept": false, - "reason": "Serialization of tied weights vs NaNs after checkout/init; different failure modes." + "reason": "Gradient checkpointing in eval mode and incorrect output under pipeline parallelism are different runtime bugs." }, { - "left": "issue:42673", - "right": "issue:43906", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "A VRAM leak in dataloader threads is not the same as an isolated reproduction note for another issue." + "reason": "GenerationConfig invalid and Qwen3.5 flash-attention generation failure are distinct problems." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "init_empty_weights argument mismatch vs PretrainedConfig type checking; related release but different bugs." + "reason": "save_pretrained serialization inconsistency is unrelated to NaNs in classification heads." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Dependency version pinning issue vs flex_attention import/version check; not a duplicate." + "reason": "PEFT minimum-version packaging issue and flex_attention import/version check bug are unrelated." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Video processor batch-shape bug vs missing torchvision crash handling; different issues." - }, - { - "left": "issue:45341", - "right": "issue:45561", - "accept": false, - "reason": "Testing-utils bug vs xdist race on captured_info.txt; separate problems." + "reason": "Batched video processor shape bug vs AutoProcessor crash without torchvision are different video-processing failures." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping None vs Mistral regex patch crash; different tokenizer code paths." + "reason": "Tokenizer mapping None and Mistral regex patch crash are separate tokenizer internals bugs." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Two import errors, but for different symbols and modules; not the same missing-export bug." + "reason": "Two different import errors with different missing symbols; same broad theme, but not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multithreaded Qwen3ForCausalLM usage is unrelated to bfloat16 dtype mismatches." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing Qwen3Next projections vs Qwen3.5 from_pretrained load error; unrelated model bugs." + "reason": "Missing qwen3next projections and Qwen3.5 from_pretrained loading errors are different model issues." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Flash-attention training degradation vs incorrect save_pretrained checkpoint contents; different bugs." + "reason": "FlashAttention-3 training degeneration and incorrect checkpoint serialization are unrelated." }, { - "left": "issue:39401", - "right": "issue:43421", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "Tokenizer offset_mapping bug vs runtime post-processor update feature request; not a duplicate." + "reason": "Unexpected _is_hf_initialized argument and PretrainedConfig type-checking breakage are separate v5 regressions." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:39401", + "right": "issue:43421", "accept": false, - "reason": "TF32 API control issue vs MLA rms_norm_eps precision mismatch; unrelated." + "reason": "Offset-mapping bug and runtime post-processor update bug are different tokenizer behaviors." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Question about shard-size defaults vs Qwen3.5 from_pretrained error; different concerns." - }, - { - "left": "issue:42673", - "right": "issue:43582", - "accept": false, - "reason": "Qwen3 VRAM leak vs Apple Silicon warmup TypeError; unrelated." + "reason": "save_pretrained shard-size question is unrelated to Qwen3.5 from_pretrained failure." } ] }, @@ -13067,18 +13124,16 @@ "review_unit_count": 48, "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-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ "issue:38617", "issue:41628", "issue:42175", "issue:42222", "issue:42371", - "issue:42490", - "issue:42617", "issue:42673", "issue:42831", "issue:43012", @@ -13090,14 +13145,16 @@ "issue:43441", "issue:43452", "issue:43577", - "issue:43673", "issue:43742", "issue:43874", + "issue:43906", "issue:43931", "issue:43937", + "issue:43976", "issue:43986", "issue:44038", "issue:44075", + "issue:44117", "issue:44220", "issue:44261", "issue:44263", @@ -13109,11 +13166,12 @@ "issue:44493", "issue:44496", "issue:44829", - "issue:44933", - "issue:45003", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:44987", "issue:45071", "issue:45278", - "issue:45341", "issue:45459", "issue:45464", "issue:45478", @@ -13121,259 +13179,259 @@ "issue:45656" ], "soft_pairs": [ - "issue:42617|issue:45341", "issue:43408|issue:43742", - "issue:44933|issue:45278", "issue:42222|issue:45542", - "issue:42490|issue:42673", "issue:43937|issue:44496", "issue:42175|issue:42222", - "issue:38617|issue:44220", "issue:44483|issue:45464", - "issue:42371|issue:42831", + "issue:44964|issue:45278", + "issue:42371|issue:44261", "issue:44075|issue:45656", "issue:43066|issue:43122", - "issue:43673|issue:45341", "issue:43012|issue:43577", "issue:43874|issue:44261", "issue:44410|issue:45478", "issue:44484|issue:45478", + "issue:38617|issue:44220", "issue:44263|issue:44485", "issue:43097|issue:44493", "issue:41628|issue:45071", "issue:43012|issue:43408", "issue:42222|issue:45459", - "issue:43441|issue:44829", "issue:45071|issue:45542", - "issue:43931|issue:44410", + "issue:43441|issue:44829", + "issue:42371|issue:42831", + "issue:42673|issue:44977", + "issue:42673|issue:43906", "issue:43931|issue:44038", "issue:43335|issue:45071", - "issue:45003|issue:45341", - "issue:43986|issue:45341", "issue:43097|issue:43452", "issue:43874|issue:44263", - "issue:43408|issue:44368" + "issue:43408|issue:44368", + "issue:44117|issue:44987", + "issue:43976|issue:44945", + "issue:43986|issue:44484" ], - "prepared_review_unit_hash": "86e4f972c6147aa6e60ca45accc70a23305974cf504f1f11038ce846dd834a70", + "prepared_review_unit_hash": "bcacc9dbb4ec8fe8a783e41f95ca901be9d0e4efc8527bb008870b49a7f10e5c", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36399, - "estimated_input_tokens": 9100, - "estimated_eval_tokens": 18456 + "serialized_chars": 37104, + "estimated_input_tokens": 9276, + "estimated_eval_tokens": 18808 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose Transformers v5 regression cluster with many unrelated model-load, import, warning, and runtime issues. The closest umbrella representative is the broad import-regression report #45278, but none of the soft-edge pairs look like true duplicates of the same underlying bug/change.", - "confidence": 0.71, - "canonical_issue_reason": "#45278 is the broadest and most central issue in the set: it captures the general \u201cmany import errors after update\u201d regression theme that overlaps the cluster\u2019s dominant v5 breakage pattern better than any narrow model-specific report.", + "summary": "No soft pair is strong enough to merge as a true duplicate. The cluster is mostly a loose collection of unrelated Transformers regressions and version-5 compatibility reports, with only a few broad thematic overlaps.", + "confidence": 0.85, + "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s version-upgrade/import-regression theme, so it is the most plausible umbrella issue among these reports.", "canonical_pr_reason": null, - "best_issue_reason": "#45278 is the best cluster representative because it is the clearest umbrella report and most useful as the top-level anchor for related import/regression complaints.", + "best_issue_reason": "issue:45278 is the best global representative because it is broad enough to subsume the import/error-after-upgrade subset, while most other items are narrower, model-specific, or unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42617", - "right": "issue:45341", - "accept": false, - "reason": "Different files and symptoms: a runtime failure in 3d_parallel.py vs a small testing_utils bug." - }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Different model families and failure modes: sam3 tracker/video type warning vs MobileLLM key error." - }, - { - "left": "issue:44933", - "right": "issue:45278", - "accept": false, - "reason": "Both are import-related, but one is a specific missing image_utils symbol and the other is a broad v5 import-regression report; not the same bug." + "reason": "Different model families and different failure modes: a model-type warning vs a loading key error." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "Unrelated subsystems: vitpose model breakage vs backend/package-resolution issue around TensorFlow/tensorboard." - }, - { - "left": "issue:42490", - "right": "issue:42673", - "accept": false, - "reason": "Local-path import warning and multi-thread VRAM leak are unrelated code paths." + "reason": "VitPose model breakage and missing-TF backend packaging are unrelated subsystems." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GenerationConfig validation error is not the same as unrecognized-model/config.json handling." + "reason": "Both are load-time config errors, but one is invalid GenerationConfig and the other is an unrecognized model/config mismatch." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "Packaging/backends issue vs a broken vitpose model implementation; different root causes." + "reason": "Packaging/backend dependency issue versus a specific model breakage; not the same bug." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "ImportError from configuration_utils is unrelated to a feature bug in _torch_extract_fbank_features()." + "reason": "Same endpoint area, but one is a generic chat-completions rejection and the other is a streaming failure on a specific model." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:44964", + "right": "issue:45278", "accept": false, - "reason": "Both involve chat/completions, but one is a generic API acceptance issue and the other is a streaming inference failure on a specific model." + "reason": "Phi-4 multimodal loading failure is a model-specific bug, while 45278 is a broad import-regression report." }, { "left": "issue:42371", - "right": "issue:42831", + "right": "issue:44261", "accept": false, - "reason": "TF32 warning behavior and FineGrainedFP8 accuracy regression are different concerns." + "reason": "TF32 configuration warning and MLA rms_norm_eps precision error are different numerical issues." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Optimizer argument handling and deepspeed double-step behavior are different optimizer bugs." + "reason": "Both involve optimizers, but one says SGD args are ignored while the other says step() is called twice under DeepSpeed." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Tokenizer decoder type mismatch and changed tokenization output are related to tokenization, but not the same underlying defect." - }, - { - "left": "issue:43673", - "right": "issue:45341", - "accept": false, - "reason": "Generation cache missing in chunked_prefill is unrelated to the small testing_utils bug." + "reason": "Both are tokenizer-related regressions, but one is a decoder-type mismatch and the other is a tokenization behavior change." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "A warning during bfloat16 compilation is not the same as Blip2 parameters staying float32 after load." + "reason": "Both mention precision/dtype, but one is a compile warning and the other is a BLIP2 dtype-loading bug." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing image-patch helper on an image processor is unrelated to an MLA config epsilon precision issue." + "reason": "Different code paths: multimodal token counting in an image processor versus a layernorm config precision issue." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Missing projections in qwen3next is a different model architecture bug than Qwen3.5-Moe from_pretrained failure." + "reason": "Different Qwen family bugs: missing projections in a layer versus a from_pretrained error." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "save_pretrained shard-size behavior is unrelated to from_pretrained model-loading errors." + "reason": "Sharding-size question and Qwen3.5 loading error are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for a missing symbol and an audio feature extraction issue are not the same bug." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "torch.split return values and RoPE implementation are different GLM bugs." + "reason": "Both are GLM-related, but torch.split return handling and RoPE implementation are different internal defects." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed config flag behavior is not the same as unexpected position-id keys across models." + "reason": "Both are v5 regressions, but one is a removed config flag and the other is unexpected position-id keys; not the same underlying change." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking breakage are different API regressions." + "reason": "Importing AutoImageProcessor and PretrainedConfig type-checking are distinct failure modes." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "TF32 warning behavior and sam3 model-type mismatch are unrelated." + "reason": "Precision warning on compile versus a model-type mismatch warning are unrelated." }, { "left": "issue:42222", "right": "issue:45459", "accept": false, - "reason": "Vitpose model breakage is unrelated to tokenizer error masking when protobuf is absent." + "reason": "VitPose model failure and hidden tokenizer errors from protobuf handling are different code paths." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:45071", + "right": "issue:45542", "accept": false, - "reason": "FlashAttention failure on Ministral-3 and flash_attention_3 training degeneration are different model/code paths." + "reason": "Type-checking breakage in PretrainedConfig and undefined TF backend installation are unrelated." }, { - "left": "issue:45071", - "right": "issue:45542", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "Type-checking regression in v5.4.0 and missing-TensorFlow backend setup are unrelated." + "reason": "Both touch FlashAttention, but they describe different concrete bugs and likely different fixes." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "Weight-shape mismatch in Qwen3-VL-30B is not the same as missing projections in qwen3next." + "reason": "TF32 behavior control and FineGrainedFP8 accuracy are separate numerical-behavior issues." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:42673", + "right": "issue:44977", "accept": false, - "reason": "Different Qwen model variants and different failure modes; not one bug." + "reason": "VRAM leak in dataloader threads and Qwen3.5 flash-attention generation failure are different bugs." }, { - "left": "issue:43335", - "right": "issue:45071", + "left": "issue:42673", + "right": "issue:43906", "accept": false, - "reason": "Sparse-layer construction bug and PreTrainedConfig type-checking regression are unrelated." + "reason": "The second item is just a reproduction of another issue, not the same VRAM-leak problem." }, { - "left": "issue:45003", - "right": "issue:45341", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a small testing_utils bug." + "reason": "Both are Qwen3-VL loading issues, but the reported model variants and failures differ." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:43335", + "right": "issue:45071", "accept": false, - "reason": "AutoProcessor crash without torchvision is unrelated to testing_utils." + "reason": "A SwitchTransformers sparse-layer config bug is not the same as a PretrainedConfig typing regression." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Removed tie_embeddings flag and gguf_file/pretrained loading breakage are different regressions." + "reason": "Removed config flag warning and gguf/AutoTokenizer loading breakage are distinct regressions." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Image-patch helper missing and torch.split return-value issue are unrelated." + "reason": "Different GLM components and symptoms; image-patch counting is not the same as torch.split return handling." }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "Model-type warning for sam3 tracker/video is not the same as tie_word_embeddings warnings on Qwen3.5." + "reason": "Both are warnings, but one is a model-type mismatch and the other is a tie_word_embeddings config warning." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer-mapping None handling and loading a specific model package are not clearly the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version support regression and pipeline-parallelism output corruption are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Missing torchvision crash in AutoProcessor loading is unrelated to save_pretrained shard sizing." } ] }, @@ -13395,10 +13453,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ - "issue:36683", "issue:38617", + "issue:42617", + "issue:42673", "issue:42757", "issue:42886", "issue:42907", @@ -13407,19 +13466,15 @@ "issue:43066", "issue:43097", "issue:43208", - "issue:43352", "issue:43381", "issue:43502", - "issue:43531", "issue:43550", - "issue:43582", "issue:43825", "issue:43873", "issue:43906", - "issue:43976", + "issue:43931", "issue:43986", "issue:43992", - "issue:44016", "issue:44038", "issue:44062", "issue:44117", @@ -13427,7 +13482,6 @@ "issue:44315", "issue:44351", "issue:44368", - "issue:44380", "issue:44410", "issue:44483", "issue:44484", @@ -13435,285 +13489,288 @@ "issue:44514", "issue:44655", "issue:44704", - "issue:44987", + "issue:44964", "issue:45071", "issue:45103", + "issue:45200", + "issue:45290", "issue:45341", "issue:45372", "issue:45375", - "issue:45479", + "issue:45561", "issue:45588", "issue:45753", + "issue:45859", "issue:46050" ], "soft_pairs": [ - "issue:44117|issue:44987", - "issue:43976|issue:45071", - "issue:43986|issue:44484", - "issue:43986|issue:45372", - "issue:43531|issue:45341", "issue:38617|issue:42757", - "issue:44261|issue:44485", "issue:43064|issue:44315", "issue:44410|issue:45375", - "issue:44062|issue:44117", "issue:43097|issue:46050", + "issue:44062|issue:44117", "issue:38617|issue:44351", "issue:43097|issue:45588", + "issue:44964|issue:45071", + "issue:42673|issue:45200", "issue:44038|issue:44410", "issue:44704|issue:45103", + "issue:43931|issue:44410", "issue:43502|issue:43992", + "issue:44261|issue:44485", + "issue:44964|issue:45341", + "issue:45341|issue:45859", "issue:43986|issue:44117", "issue:43097|issue:43873", - "issue:43986|issue:44016", "issue:43066|issue:43906", + "issue:42617|issue:45341", + "issue:43986|issue:45290", + "issue:43986|issue:45372", + "issue:45341|issue:45561", "issue:43825|issue:44655", + "issue:43986|issue:45341", "issue:43992|issue:44484", + "issue:45341|issue:45588", "issue:43208|issue:43550", "issue:43012|issue:43550", - "issue:43352|issue:44380", - "issue:42886|issue:43381", "issue:43012|issue:44368", + "issue:42886|issue:43381", "issue:42907|issue:45753", "issue:42907|issue:44655", - "issue:44380|issue:45479", - "issue:43352|issue:43976", - "issue:43064|issue:44380", - "issue:44483|issue:44514", - "issue:36683|issue:43582" + "issue:44483|issue:44514" ], - "prepared_review_unit_hash": "e8f5e3ee0a9edcc316827367059f38789d6e105db16c2efc3151616e6390a040", + "prepared_review_unit_hash": "fd1ef947585e743250a6b30299db87b1d3c7b2baf304c95e2aea7da2413e4352", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 37747, - "estimated_input_tokens": 9437, - "estimated_eval_tokens": 19130 + "serialized_chars": 37150, + "estimated_input_tokens": 9288, + "estimated_eval_tokens": 18832 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated Transformers bugs and regressions across tokenizers, model/config loading, training, quantization, attention backends, and docs. None of the soft pairs look like the same underlying defect, so there is no safe canonical duplicate to merge.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The soft links are overwhelmingly false positives: these issues span unrelated import errors, model-loading regressions, training/quantization problems, tokenizer/processor bugs, and testing-utils defects. There is no single underlying duplicate thread here.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the candidates cover unrelated code paths and bug classes, so there isn\u2019t one issue that cleanly represents a duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45561 is the most triage-ready concrete bug report in the set, with a reproducible race condition and multiple inbound references, so it is the best anchor only in a weak representative sense.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Different failures: tokenizer mapping returning None vs a specific model-loading failure in transformers>=5.1.0." + "reason": "Different import failures from unrelated symbols/modules." }, { - "left": "issue:43976", - "right": "issue:45071", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "One is Python version compatibility, the other is PretrainedConfig type-checking; unrelated regressions." + "reason": "Both are training bugs, but one is FSDP/PEFT optimizer-state corruption and the other is Liger Kernel application." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "AutoProcessor crashing without torchvision is unrelated to save_pretrained shard-size behavior." + "reason": "Different Qwen model/config defects; no shared underlying code path." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "Video processor/torchvision import issue and Gemma 4 processor loading import error are different code paths." + "reason": "One is a config/API removal warning, the other is a quantized save/load breakage." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." + "reason": "Tokenizer constructor error vs mapping lookup assumption; separate failures." }, { "left": "issue:38617", - "right": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols in different modules with different fixes." + "reason": "Both are import errors, but for different missing exports in different modules." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to GLM-5 RoPE implementation." + "reason": "Different failure modes: config deprecation warning vs flash-attention crash on sink-less models." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:44964", + "right": "issue:45071", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is a different training bug than Liger Kernel not applying under model_init." + "reason": "Model-loading failure for Phi-4 vs a PretrainedConfig type-checking regression." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:42673", + "right": "issue:45200", "accept": false, - "reason": "Missing projections in qwen3next and a missing config field in Qwen3_5MoeVisionConfig are different model bugs." + "reason": "VRAM leak in multi-threaded dataloader use vs a missing text-only default field." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "AddedToken special-kwarg duplication is unrelated to TOKENIZER_MAPPING_NAMES returning None." + "reason": "Different Qwen variants and different model components are involved." }, { - "left": "issue:43097", - "right": "issue:46050", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder and broken quantized save/load are unrelated problems." + "reason": "AutoProcessor kwargs forwarding bug vs docstring parsing crash." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "Missing layer_type_validation and missing HybridCache are separate import regressions." + "reason": "Loading shape mismatch vs missing projections in a different Qwen family model." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "Tie-embeddings removal has nothing to do with flash_attention.py crashing on s_aux=None." + "reason": "Offline/local file access bug vs missing encoder weights on load." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Different Qwen families and different defects; not the same underlying bug." + "reason": "RoPE precision/config warning vs a GLM-5 RoPE implementation issue." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:44964", + "right": "issue:45341", "accept": false, - "reason": "Passing kwargs to cached_file and an auto_docstring annotations crash affect different utilities." + "reason": "Phi-4 multimodal loading bug vs an unrelated testing_utils bug." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:45341", + "right": "issue:45859", "accept": false, - "reason": "Offline API-call leakage and missing embed_tokens.weight on UMT5Encoder are unrelated loading issues." + "reason": "Testing utility bug vs rotary-embedding CPU offload incompatibility." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Video AutoProcessor/torchvision crash is unrelated to tokenizer mapping returning None." + "reason": "AutoProcessor/torchvision crash vs tokenizer mapping None handling." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Tie-embeddings removal and quantization offloading behavior are different issues." + "reason": "Config deprecation/removal issue vs quantization offloading behavior." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type vs an isolated reproduction of a different issue." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py failure and testing_utils bug are unrelated." }, { "left": "issue:43986", - "right": "issue:44016", + "right": "issue:45290", "accept": false, - "reason": "A processor import crash and a notebook syntax error are not the same bug." + "reason": "Video-model loading crash vs chat-template crash with tool calls." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Video-model loading crash vs Gemma 4 processor import error." + }, + { + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not duplicates." + "reason": "Both mention testing utilities, but one is a generic bug and the other is a pytest-xdist race condition." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline translation error messaging and Pipeline save_pretrained failure are different pipeline bugs." + "reason": "Pipeline translation error-message bug vs pipeline save_pretrained failure." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video processor crash vs a testing_utils bug." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing UMT5Encoder weights is unrelated to max_shard_size defaulting." + "reason": "Missing encoder weights vs a question about save_pretrained shard size." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing utility bug vs flash-attention AttributeError." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training blockers and a Bamba compile/SDPA failure are separate model-specific problems." + "reason": "xLSTM training bugs vs Bamba torch.compile/SDPA failure." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A bfloat16 compile warning is not the same as a torch.compile SDPA failure." + "reason": "Compile-time warning about bf16 precision vs a concrete compile failure in another model." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Nemotron Flash Attention 2 support and GPT2 attention scaling under SDPA/FlashAttention are different backend issues." + "reason": "Different warnings with different causes: bf16 precision vs tie_word_embeddings." }, { "left": "issue:42886", "right": "issue:43381", "accept": false, - "reason": "Offline tokenizer cache loading and gradient checkpointing in eval mode are unrelated." - }, - { - "left": "issue:43012", - "right": "issue:44368", - "accept": false, - "reason": "bf16 compile warnings and tie_word_embeddings warnings concern different model/config paths." + "reason": "Offline cache loading bug vs eval-mode gradient checkpointing restriction." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized models and an infinite loop on a specific image are unrelated." + "reason": "Dequantized save failure vs an infinite-loop generation bug on a specific image." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but one is dequantized model persistence and the other is Pipeline serialization." - }, - { - "left": "issue:44380", - "right": "issue:45479", - "accept": false, - "reason": "GPT2 backend attention scaling and zero-loss classification behavior are unrelated defects." - }, - { - "left": "issue:43352", - "right": "issue:43976", - "accept": false, - "reason": "Flash Attention support for Nemotron and Python version compatibility are unrelated." - }, - { - "left": "issue:43064", - "right": "issue:44380", - "accept": false, - "reason": "Optimizer-state corruption in training and GPT2 attention scaling under SDPA/FlashAttention are different code paths." + "reason": "Different save-related bugs in different subsystems." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat/completions request rejection and batched Qwen2_5_VLProcessor padding crash are not the same bug." - }, - { - "left": "issue:36683", - "right": "issue:43582", - "accept": false, - "reason": "Gemma3Config missing vocab_size and an Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "Chat-completions endpoint rejection vs batched chat-template crash." } ] }, @@ -13732,10 +13789,10 @@ "review_unit_count": 48, "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-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ "issue:36010", "issue:36683", @@ -13759,13 +13816,12 @@ "issue:43761", "issue:43824", "issue:43867", + "issue:43881", "issue:43901", - "issue:43931", + "issue:43906", "issue:43937", "issue:43976", "issue:44038", - "issue:44077", - "issue:44188", "issue:44220", "issue:44222", "issue:44230", @@ -13774,289 +13830,279 @@ "issue:44380", "issue:44483", "issue:44485", - "issue:44492", + "issue:44625", "issue:44655", "issue:44683", - "issue:44938", "issue:45216", + "issue:45276", "issue:45290", "issue:45381", "issue:45440", "issue:45478", - "issue:45593", - "issue:45753" + "issue:45753", + "issue:46077" ], "soft_pairs": [ "issue:44222|issue:45478", "issue:43208|issue:43526", "issue:42490|issue:43012", "issue:43012|issue:44683", - "issue:43618|issue:43761", "issue:42757|issue:43824", - "issue:43618|issue:44380", "issue:44038|issue:44230", "issue:38617|issue:43502", "issue:44483|issue:45290", - "issue:43756|issue:44485", + "issue:43618|issue:43761", + "issue:43064|issue:44380", "issue:43299|issue:43867", "issue:44483|issue:45381", "issue:43901|issue:44655", "issue:36683|issue:43475", - "issue:43299|issue:45753", "issue:42994|issue:44655", + "issue:45276|issue:46077", "issue:43352|issue:43937", "issue:43867|issue:45216", - "issue:44077|issue:44380", "issue:36010|issue:42757", "issue:42898|issue:43066", - "issue:36683|issue:44077", "issue:44220|issue:44655", - "issue:43976|issue:44938", - "issue:43352|issue:45593", + "issue:43756|issue:44485", + "issue:44625|issue:46077", "issue:36683|issue:43525", "issue:43618|issue:45216", "issue:44263|issue:45440", - "issue:44188|issue:44380", + "issue:43906|issue:45753", "issue:36683|issue:44242", - "issue:43064|issue:44492", - "issue:43352|issue:43931" + "issue:36683|issue:43881", + "issue:43299|issue:45753", + "issue:43901|issue:46077", + "issue:43352|issue:43976" ], - "prepared_review_unit_hash": "56c52ca11443dd80b5df1df0958d29dd396f9d188365493650c658bd7045b766", + "prepared_review_unit_hash": "bd5e619bf044e85ecd7ded4fc56768650495ac386e2fa00a8603504d80dfff6d", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37086, - "estimated_input_tokens": 9272, - "estimated_eval_tokens": 18800 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36247, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous bundle of Transformers regressions and import/load issues. I found one plausible duplicate edge in CLIP vision output regression; the rest are too different to merge safely.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 43299 is the clearest anchor for the largest coherent subtheme here: v5-era Qwen3/Qwen3.5 MoE loading regressions. It is more representative than the many one-off import/config/runtime bugs scattered through the cluster.", + "summary": "This cluster is mostly heterogeneous: the soft-linked issues span unrelated import errors, model-specific config bugs, saving/loading regressions, tokenizer behavior changes, and attention/mask problems. I do not see a duplicate-grade canonical issue or PR, and I would reject all soft edges as distinct bugs/changes.", + "confidence": 0.86, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43299 is the best global issue anchor because it is specific, version-scoped, and aligns with other nearby Qwen3/Qwen3.5 loading failures; the cluster otherwise lacks a single dominant bug. ", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is FP8 save_pretrained and the other is a from_pretrained loading error; different code paths and likely different fixes." + "reason": "Same model family, but one is FP8 save_pretrained failure and the other is from_pretrained loading error; different operations and likely different fixes." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "Unrelated bugs: xLSTM training blockers vs BeitImageProcessorFast label reduction behavior." + "reason": "xLSTM training bugs and a BeitImageProcessorFast label-reduction bug are unrelated subsystems with different symptoms." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Both are warnings, but one is local path import warning and the other is a PyTorch precision warning; not the same bug." + "reason": "Local path import-warning behavior and a bfloat16 compile warning are different code paths and different bugs." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "Different issues: a bfloat16 precision warning vs a compiled flex_attention failure on newer torch." - }, - { - "left": "issue:43618", - "right": "issue:43761", - "accept": true, - "reason": "Both describe a CLIP vision forward regression where optional outputs are not populated correctly (attentions/hidden_states), so they look like the same underlying bug." + "reason": "Both involve compilation, but one is a warning and the other is a hard flex_attention failure on newer torch; not the same bug." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols/packages and likely unrelated version mismatches." - }, - { - "left": "issue:43618", - "right": "issue:44380", - "accept": false, - "reason": "Different model/code paths: CLIP output regression vs GPT-2 attention scaling under SDPA/FlashAttention." + "reason": "Both are import errors, but for different symbols from different packages; no shared underlying change is evident." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Both are Qwen3-VL-MoE related, but one is a load bug in v5 and the other is FP8 inference support; not the same concrete defect." + "reason": "Qwen3-VL-Moe loading bug and fp8 inference support are separate issues, not one concrete defect." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Different failures: missing configuration_utils import vs offline/local_files_only network requests." + "reason": "Missing import from configuration_utils and unexpected network requests with local_files_only=True are unrelated failures." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Both are chat/API related, but one is request acceptance at /v1/chat/completions and the other is chat template tokenization with tool-call messages." + "reason": "Chat-completions request rejection and a chat-template crash with tool calls are different layers and different failure modes." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one concerns attentions and the other hidden_states; that is too broad to treat as the same concrete bug." + }, + { + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Both mention RoPE, but they concern different models and different implementation questions." + "reason": "FSDP2/PEFT optimizer-state corruption and GPT2 attention-scaling being ignored are unrelated issues." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are load-time problems, but one is Qwen3VL-MoE loading in v5 and the other is a sorted state_dict weight-shape mismatch; not clearly the same bug." + "reason": "Both are loading failures, but one is a Qwen3.5/VL model regression and the other is about sorted state_dict loading; different root causes." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "Different request/model paths: chat/completions API rejection vs Qwen2.5-VL video vision_position_ids regression." + "reason": "An API request rejection and a Qwen2.5-VL video position-id bug are unrelated." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mismatch for TextClassificationPipeline vs inability to save Pipeline objects; unrelated." + "reason": "Docs mentioning return_all_scores and inability to save Pipeline objects are different problems." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Both are missing-attribute errors, but on different configs/outputs and different models." + "reason": "Missing Gemma3Config.vocab_size and missing Sam3VisionEncoderOutput.fpn_position_embeddings are different model-specific attribute bugs." }, { - "left": "issue:43299", - "right": "issue:45753", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "One is a model-loading regression, the other is an infinite generation loop on a specific image; different symptoms and likely different causes." + "reason": "Quantized model save_pretrained failure and pipeline save_pretrained failure affect different objects and code paths." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "Both involve saving, but one is quantized model save failure and the other is Pipeline.save_pretrained behavior." + "reason": "Gemma4 embedding resize behavior and Gemma4 bidirectional-attention masking are distinct model behaviors." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Different model concerns: Flash Attention support gating vs invalid GenerationConfig for GLM-5." + "reason": "Flash Attention support gating and invalid GenerationConfig validation are unrelated." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both are checkpoint/save-load regressions, but the titles point to different mechanisms and different model families; too broad to treat as one bug." - }, - { - "left": "issue:44077", - "right": "issue:44380", - "accept": false, - "reason": "Different model families and different logic: PatchTSMixer post_init validation vs GPT-2 attention scaling backend behavior." + "reason": "A state_dict-sorting load error and a Qwen3.5 save_pretrained regression do not point to the same underlying bug." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they concern different missing exports from different modules." + "reason": "Both are import errors, but they concern different missing names from different modules." }, { "left": "issue:42898", "right": "issue:43066", "accept": false, - "reason": "Both are v5 tokenizer-related, but one is a cleanup-space behavior change and the other is a wrong decoder type; not the same bug." - }, - { - "left": "issue:36683", - "right": "issue:44077", - "accept": false, - "reason": "Unrelated model bugs: Gemma3Config missing vocab_size vs patchtsmixer post_init policy." + "reason": "Tokenizer cleanup behavior changes and wrong tokenizer decoder type are both tokenizer regressions, but not the same concrete defect." }, { "left": "issue:44220", "right": "issue:44655", "accept": false, - "reason": "Different domains: audio fbank extraction vs saving Pipeline objects." + "reason": "An audio feature-extraction bug and pipeline save_pretrained support are unrelated." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Both are environment/version compatibility problems, but one is Python 3.9+ vs 3.10+ and the other is Python 3.14 loading failure." + "reason": "Smollm3 RoPE-layer mismatch and GLM-5 RoPE implementation concerns are different models and different bugs." }, { - "left": "issue:43352", - "right": "issue:45593", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "Different model bugs: Nemotron Flash Attention support vs D-FINE auxiliary loss handling." + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention-mask construction are unrelated model behaviors." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Both are config attribute errors, but for different configs and different missing fields; not enough to duplicate." + "reason": "Both are missing-config-attribute reports, but for different models and different fields; not the same bug." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP vision output regression vs Qwen3.5 save_pretrained checkpoint regression are unrelated." + "reason": "Missing CLIP attentions and Qwen3.5 save_pretrained regression are unrelated." }, { "left": "issue:44263", "right": "issue:45440", "accept": false, - "reason": "Both are MoE implementation issues, but they affect different models and different code paths." + "reason": "A torch.split return-value issue in a GLM MoE indexer and DeepSeekV3 MoE divergence are different code paths." }, { - "left": "issue:44188", - "right": "issue:44380", + "left": "issue:43906", + "right": "issue:45753", "accept": false, - "reason": "Both involve attention behavior under backend/compiler changes, but the concrete branches and affected models are different." + "reason": "A reproduction of another issue and a Qwen3_5 infinite-loop report are not the same underlying bug." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Different bugs: Gemma3Config missing vocab_size vs MoE load-balancing loss gating." + "reason": "A missing Gemma3Config attribute and a load-balancing-loss omission in MoE are unrelated." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Gemma3Config.vocab_size and glm-4v loading failure are different model-specific issues." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen models, but one is a loading failure and the other is a generation infinite loop; different defects." + }, + { + "left": "issue:43901", + "right": "issue:46077", "accept": false, - "reason": "Training/optimizer-state corruption vs a cache-strategy typo; unrelated." + "reason": "Pipeline documentation mismatch and Gemma4 attention-mask behavior are unrelated." }, { "left": "issue:43352", - "right": "issue:43931", + "right": "issue:43976", "accept": false, - "reason": "Different model families and symptoms: Flash Attention support limitation vs Qwen3-VL-30B-A3B weight-shape mismatch." + "reason": "Flash Attention support and Python version compatibility are unrelated problems." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the one accepted soft edge (43618\u201343761) is conservative and well supported by the CLIP output regression titles. The rest of the verdicts stay cautious and do not overstate duplication. The choice of issue 43299 as the anchor is also reasonably supported by the nearby Qwen3/Qwen3.5 MoE loading/save regressions." - }, - "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 }, @@ -14068,10 +14114,10 @@ "review_unit_count": 48, "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-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ "issue:28282", "issue:33453", @@ -14079,294 +14125,324 @@ "issue:36683", "issue:41669", "issue:42490", - "issue:42548", "issue:42890", - "issue:43010", "issue:43064", - "issue:43065", + "issue:43097", + "issue:43352", + "issue:43441", "issue:43502", "issue:43575", "issue:43618", - "issue:43723", "issue:43867", + "issue:43901", "issue:43976", "issue:43992", "issue:44062", "issue:44075", - "issue:44077", "issue:44112", + "issue:44117", "issue:44222", "issue:44246", - "issue:44351", "issue:44355", "issue:44360", - "issue:44387", + "issue:44380", "issue:44484", - "issue:44556", + "issue:44492", + "issue:44655", "issue:44855", "issue:44857", "issue:44938", "issue:44964", "issue:44977", - "issue:45071", "issue:45125", - "issue:45278", "issue:45310", + "issue:45335", "issue:45341", "issue:45357", "issue:45375", - "issue:45381", "issue:45440", "issue:45478", + "issue:45479", "issue:45561", + "issue:45588", "issue:45600", - "issue:45850" + "issue:46077" ], "soft_pairs": [ "issue:43992|issue:45310", - "issue:43010|issue:45278", + "issue:43441|issue:44380", + "issue:45335|issue:46077", + "issue:43352|issue:44380", "issue:44355|issue:44855", + "issue:44380|issue:45479", "issue:43867|issue:45375", + "issue:43352|issue:45478", "issue:41669|issue:44246", - "issue:36683|issue:43064", + "issue:43618|issue:44380", + "issue:36683|issue:44117", "issue:42890|issue:45561", - "issue:44938|issue:45071", + "issue:43064|issue:44492", + "issue:43097|issue:43352", "issue:43867|issue:45357", - "issue:43010|issue:45850", + "issue:43976|issue:44938", "issue:43992|issue:45478", - "issue:43010|issue:43976", - "issue:44938|issue:45381", - "issue:43618|issue:44077", - "issue:42490|issue:44075", + "issue:43064|issue:44655", "issue:36296|issue:43575", + "issue:42490|issue:44075", "issue:28282|issue:33453", "issue:44360|issue:45440", "issue:43867|issue:44484", "issue:43618|issue:44857", "issue:43618|issue:44977", + "issue:43618|issue:45588", + "issue:44655|issue:44938", + "issue:43901|issue:44938", "issue:42890|issue:44964", "issue:42890|issue:44112", "issue:42890|issue:45600", "issue:43502|issue:44062", - "issue:43723|issue:44556", "issue:42890|issue:45341", - "issue:44222|issue:45125", - "issue:44387|issue:44556", - "issue:43010|issue:43065", - "issue:42548|issue:44351" + "issue:44222|issue:45125" ], - "prepared_review_unit_hash": "5614ea0104816f9be2e2d11f015af874a095f0a025417427dfa3e5eaa1a29a9d", + "prepared_review_unit_hash": "76bae3fe2591e2b518770d366b56a4ece984269c0e2ecf101c0207699ca5b30a", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36435, - "estimated_input_tokens": 9109, - "estimated_eval_tokens": 18474 + "soft_pair_count": 34, + "serialized_chars": 37499, + "estimated_input_tokens": 9375, + "estimated_eval_tokens": 19006 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated regressions and import/load bugs; only one soft pair looks like the same underlying issue (import-time slowdown).", - "confidence": 0.68, - "canonical_issue_reason": "issue:41669 is the most concrete root-cause report in the import-time slowdown subcluster; it explicitly identifies the likely cause, while issue:44246 only describes the symptom.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues (loading, flash-attention, tensor parallelism, tests, docs, Python-version regressions). The only obvious near-duplicate signal is the Qwen3.5 MoE from_pretrained error family, but none of the provided soft pairs are true duplicates.", + "confidence": 0.42, + "canonical_issue_reason": "Issue 45310 is the strongest anchor: it is a concrete model-loading regression, has discussion activity, and is echoed by the later same-title issue 45478, which suggests a real duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the best overall representative because it states the specific performance regression and not just the vague user-facing slowdown.", + "best_issue_reason": "45310 is the best representative issue in this set because it is specific, actionable, and clearly tied to a reproducible code-path bug rather than a broad symptom, test flake, or docs-only complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Different bugs: missing embed_tokens weights in UMT5Encoder vs Qwen3.5 MoE from_pretrained failure." + "reason": "Different models and failure modes: missing embed_tokens.weight in UMT5Encoder vs Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Both involve FlashAttention/SDPA, but one is a model-specific failure and the other is attention-scaling config being ignored; not the same bug." + }, + { + "left": "issue:45335", + "right": "issue:46077", + "accept": false, + "reason": "resize_token_embeddings not updating decoder.embed_tokens is unrelated to Gemma4 building causal masks for bidirectional attention." + }, + { + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "One is a no_grad decorator change for cache updates; the other is a broad import-error regression after upgrade." + "reason": "Unsupported FlashAttention 2.0 on one model is not the same as GPT2 ignoring attention scaling config under SDPA/FlashAttention." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both concern import/runtime failures, but one is compiled Python-file errors and the other is a Python 3.13 JIT parsing issue." + "reason": "General compiled-Python-file loading errors differ from a specific Python 3.13 torch.jit.script parsing/IndentationError issue." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend behavior on GPT2 is unrelated to a sequence-classification zero-loss bug." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "State-dict sorting load failure vs a missing Qwen3_5MoeVisionConfig field are different code paths." + "reason": "State-dict sorting load failure is unrelated to a missing config field being dropped by @strict." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "FlashAttention unsupported on Nemotron is unrelated to Qwen3.5 MoE from_pretrained failing." }, { "left": "issue:41669", "right": "issue:44246", - "accept": true, - "reason": "Same underlying import-time performance regression: one names the import-* root cause, the other reports the slow import symptom." + "accept": false, + "reason": "Import-* cleanup/perf work is not the same underlying bug as intermittent import-transformers slowness." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions assignment regression is unrelated to GPT2 attention scaling under backend changes." }, { "left": "issue:36683", - "right": "issue:43064", + "right": "issue:44117", "accept": false, - "reason": "Unrelated: Gemma3Config missing vocab_size vs a Trainer/FSDP2/PEFT optimizer-state mismatch." + "reason": "Missing vocab_size on Gemma3Config is a different problem from TOKENIZER_MAPPING_NAMES returning None." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Different failures: missing set_seed in SAM HQ tests vs xdist race on captured_info.txt in testing utils." + "reason": "Both are test failures, but one is seed-related flakiness and the other is an xdist race on captured_info.txt." }, { - "left": "issue:44938", - "right": "issue:45071", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "Python 3.14 import failure is not the same as PretrainedConfig type-checking breakage in v5.4.0." + "reason": "Optimizer-state corruption in FSDP2/PEFT is unrelated to a typo in cache strategy docs/code." + }, + { + "left": "issue:43097", + "right": "issue:43352", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder API is unrelated to FlashAttention support on a specific model." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Load-order/state_dict issue vs incorrect visual encoder keys during save_pretrained are different bugs." + "reason": "Sorting-related load error is not the same as saving incorrect visual encoder keys in Qwen3.5." }, { - "left": "issue:43010", - "right": "issue:45850", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Specific no_grad decorator request vs a vague complaint that v5 breaks many models." + "reason": "Both mention Python versions, but they describe different version-specific load failures." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Different model families and failure modes; these are not the same from_pretrained bug." + "reason": "Missing embed_tokens.weight in UMT5Encoder is unrelated to the Qwen3.5 MoE from_pretrained regression." }, { - "left": "issue:43010", - "right": "issue:43976", - "accept": false, - "reason": "Cache update semantics are unrelated to Python-version compatibility." - }, - { - "left": "issue:44938", - "right": "issue:45381", + "left": "issue:43064", + "right": "issue:44655", "accept": false, - "reason": "General Python 3.14 import failure vs Qwen2.5-VL video vision_position_ids bug." + "reason": "Training optimizer-state bugs do not match a save_pretrained Pipeline-object serialization issue." }, { - "left": "issue:43618", - "right": "issue:44077", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to patchtsmixer post_init validation." + "reason": "Tensor-parallel training bug on one setup is not the same as OOM when loading a specific Qwen2 model with tp." }, { "left": "issue:42490", "right": "issue:44075", "accept": false, - "reason": "Local-path trailing-slash import warning is unrelated to optimizer argument handling." - }, - { - "left": "issue:36296", - "right": "issue:43575", - "accept": false, - "reason": "Tensor-parallel training bug vs OOM when loading a large Qwen model with tp are different issues." + "reason": "Local-path import warnings are unrelated to SGD arguments being ignored." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch-missing ImportError and tokenizer-loading regression are unrelated." + "reason": "Missing PyTorch environment error is unrelated to tokenizer loading regression." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA ReLU discussion is unrelated to DeepSeekV3 MoE implementation divergence." + "reason": "DSA indexer ReLU issue is unrelated to DeepseekV3MoE diverging from remote implementation." }, { "left": "issue:43867", "right": "issue:44484", "accept": false, - "reason": "State-dict loading error and save_pretrained shard-size question are not the same bug." + "reason": "State-dict ordering load failures are unrelated to the default 50GB shard size question." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "CLIPOutput attentions assignment regression is unrelated to LwDetrImageLoss AMP crashes." + "reason": "CLIPOutput attentions regression is unrelated to an AMP/CUDA crash in LwDetrImageLoss." }, { "left": "issue:43618", "right": "issue:44977", "accept": false, - "reason": "Different model paths: CLIPOutput attentions vs Qwen3.5 flash-attention generation bug." + "reason": "CLIPOutput attentions assignment and Qwen3.5 flash-attention generation failure are different code paths." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "Missing CLIPOutput attentions is not the same as s_aux=None crashing flash_attention.py." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Pipeline save_pretrained support is unrelated to Python 3.14 import/load failures." + }, + { + "left": "issue:43901", + "right": "issue:44938", + "accept": false, + "reason": "Docs still mentioning return_all_scores is unrelated to a runtime load failure on Python 3.14." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Flaky SAM HQ test is unrelated to Phi-4 multimodal loading failure." + "reason": "Test seed flakiness is unrelated to Phi-4 multimodal failing to load on latest transformers." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Test seeding issue and GraniteSpeech CI device-override failure are different test problems." + "reason": "Seed-related test flakiness is not the same as stale device override behavior in CI." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "SAM HQ test flakiness is unrelated to stale auto_mappings references." + "reason": "A flaky model test is unrelated to auto_mappings referencing removed Sam3LiteText configs." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "local_files_only network leakage is unrelated to AddedToken special-argument duplication." - }, - { - "left": "issue:43723", - "right": "issue:44556", - "accept": false, - "reason": "Tokenizer loading regression and checkpoint reload compatibility after v5 upgrade are not the same concrete bug." - }, - { - "left": "issue:44387", - "right": "issue:44556", - "accept": false, - "reason": "Int4 quantization memory regression is unrelated to checkpoint reload failure after upgrade." + "reason": "Local_files_only still making API requests is unrelated to AddedToken receiving duplicate special arguments." }, { - "left": "issue:43010", - "right": "issue:43065", + "left": "issue:42890", + "right": "issue:45341", "accept": false, - "reason": "Cache/layer no_grad concern is unrelated to a dummy Conv2d in Sam3PixelDecoder." + "reason": "A missing set_seed in integration tests is unrelated to a bug in testing_utils.py." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "Both are import errors, but they involve different missing exports and likely different fixes." + "reason": "FP8 save_pretrained for MoE is unrelated to a missing _tp_plan for tensor parallelism." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:41669 vs issue:44246, is well supported by their titles as the same import-time slowdown class of bug. The other pair rejections are also cautious and do not overstate sameness from the available evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -14381,7 +14457,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ "issue:30333", "issue:30990", @@ -14395,25 +14471,26 @@ "issue:42757", "issue:42831", "issue:43010", - "issue:43232", "issue:43299", "issue:43502", "issue:43526", "issue:43576", - "issue:43673", + "issue:43723", "issue:43824", "issue:43827", "issue:43874", "issue:43901", + "issue:43976", "issue:44222", "issue:44230", "issue:44261", - "issue:44273", "issue:44315", + "issue:44351", "issue:44355", "issue:44360", + "issue:44368", + "issue:44387", "issue:44485", - "issue:44492", "issue:44556", "issue:44623", "issue:44655", @@ -14421,302 +14498,312 @@ "issue:44908", "issue:44938", "issue:44961", - "issue:45003", "issue:45071", "issue:45125", "issue:45230", - "issue:45362", + "issue:45278", "issue:45375", "issue:45468", "issue:45478", - "issue:45542", + "issue:45656", "issue:45850" ], "soft_pairs": [ + "issue:42548|issue:44351", "issue:43502|issue:44485", "issue:44355|issue:44749", "issue:45125|issue:45478", - "issue:43010|issue:43232", "issue:30990|issue:31795", - "issue:30333|issue:33453", "issue:45125|issue:45375", + "issue:30333|issue:33453", + "issue:44387|issue:44556", + "issue:43010|issue:45278", + "issue:43723|issue:44556", "issue:42831|issue:43874", - "issue:43299|issue:44556", "issue:43502|issue:44222", + "issue:43010|issue:44368", "issue:43502|issue:44961", + "issue:43010|issue:45850", "issue:44315|issue:44360", "issue:44355|issue:45071", "issue:30333|issue:36296", "issue:43827|issue:44961", "issue:44355|issue:44655", "issue:44222|issue:44230", + "issue:43299|issue:44556", "issue:33453|issue:34689", "issue:42757|issue:43576", "issue:33453|issue:36296", + "issue:43010|issue:45656", "issue:43576|issue:45071", "issue:43576|issue:43824", "issue:31795|issue:38617", "issue:44961|issue:45468", "issue:41628|issue:42548", + "issue:43010|issue:43976", "issue:38617|issue:43576", "issue:43576|issue:44938", - "issue:43673|issue:44492", "issue:44908|issue:44961", - "issue:44485|issue:44961", "issue:36296|issue:43901", "issue:41628|issue:44355", "issue:36296|issue:43526", - "issue:45362|issue:45850", "issue:44261|issue:44360", - "issue:44623|issue:45230", - "issue:44273|issue:45542", - "issue:44273|issue:45003" + "issue:44623|issue:45230" ], - "prepared_review_unit_hash": "327c671c7a23daa21fb8a6ce3f7df251e13a46bc9933d28b2f07055ad9b2dc01", + "prepared_review_unit_hash": "e6223158ab7dfe0c48fce5d97ef1e9d50f909aeeaba8eeea0a18c4bc683e3b80", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 38, - "serialized_chars": 38307, - "estimated_input_tokens": 9577, - "estimated_eval_tokens": 19410 + "soft_pair_count": 40, + "serialized_chars": 39106, + "estimated_input_tokens": 9777, + "estimated_eval_tokens": 19810 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a noisy mix of unrelated Transformers regressions, import/load failures, docs issues, and a few model-specific bugs around v5-era changes; none of the soft pairs look like true duplicates.", - "confidence": 0.87, - "canonical_issue_reason": "No concrete duplicate target stands out; issue:45850 is the broadest umbrella for the cluster, but it is too vague to be a strong canonical issue.", + "summary": "This cluster is mostly a loose collection of Transformers v5-era regressions (import/loading, quantization, tensor-parallel, docs), not one tight duplicate set. The best umbrella issue is the broad \"many import errors after update\" report; only the Qwen3.5 MoE loading/tensor-parallel pair looks like the same concrete bug.", + "confidence": 0.49, + "canonical_issue_reason": "issue:45278 is the broadest and most representative umbrella: it explicitly captures multiple import regressions after upgrading to v5.5.0, which aligns with several of the nearby import-failure reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 best captures the overall \"v5 breaks many models\" theme, but it is still too broad to serve as a precise dedupe anchor.", + "best_issue_reason": "issue:45278 is the best global representative because it is concrete, broad enough to absorb related import/export breakages, and directly describes the version-upgrade regression theme seen in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they target different symbols and no shared concrete code-path is evident." + }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "local_files_only network behavior vs GLM-5 RoPE implementation; unrelated bugs." + "reason": "One is about unwanted API calls with local_files_only; the other is a GLM-5 RoPE implementation issue." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "compiled Python file errors vs a data-filtering slowdown regression; different code paths." + "reason": "Compiled Python-file errors and post-upgrade slowdown are different failure modes." }, { "left": "issue:45125", "right": "issue:45478", - "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is missing tensor-parallel plan metadata and the other is a from_pretrained load error." + "accept": true, + "reason": "Both point to the same Qwen3.5 MoE loading/tensor-parallel regression on newer Transformers versions." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "cache update no_grad bug vs generation kwargs/sync_gpus behavior; separate generation issues." + "reason": "A loading hang and documentation confusion are unrelated." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "loading hang vs documentation confusion; not the same problem." + "reason": "Missing _tp_plan during loading is a different bug from a config field being silently dropped." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting failure vs tokenizer loading regression; unrelated." + "reason": "MLFlow reporting after failed training and tokenizer loading regression are unrelated." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "missing _tp_plan vs missing deepstack_visual_indexes; different model/config metadata bugs." + "reason": "Int4 memory/OOM behavior and checkpoint reload compatibility are different problems." }, { - "left": "issue:42831", - "right": "issue:43874", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "FP8 accuracy issue vs missing image-patch API; different failures." + "reason": "Cache update no_grad semantics and broad import errors do not share the same bug." }, { - "left": "issue:43299", + "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "both are version-related loading regressions, but they affect different checkpoints and failure modes." + "reason": "Tokenizer loading and checkpoint reloading touch different code paths." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy and a missing image-patch API are not the same issue." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "network requests despite local_files_only vs FP8 save_pretrained bug; unrelated." + "reason": "Unexpected API requests and FP8 save_pretrained behavior are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "No-grad decoration on cache updates is not the same as a tied-embeddings warning." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "local_files_only bug vs a non-descriptive unrelated issue." + "reason": "A local_files_only networking leak and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific cache-update bug is far narrower than a vague \"breaks too many models\" complaint." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger kernel application bug vs DSA indexer ReLU bug; unrelated." + "reason": "Liger Kernel application and a DSA indexer ReLU issue are unrelated." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "compiled-file errors vs PretrainedConfig type-checking breakage; different paths." + "reason": "Compiled-file runtime errors and PretrainedConfig type-checking are different bugs." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting vs tensor-parallel training bug; unrelated." + "reason": "MLFlow failure reporting and tensor-parallel training are unrelated." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "docs still mention pipeline() vs unrelated issue title." + "reason": "Docs still referencing pipeline() and a placeholder issue are not the same change." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "compiled Python file errors vs Pipeline save_pretrained; not the same bug." + "reason": "Compiled Python-file errors are unrelated to saving Pipeline objects." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "both touch FP8/MoE, but one is save_pretrained behavior and the other is inference support; not one concrete fix." + "reason": "Both mention FP8/MoE, but one is save_pretrained behavior and the other is inference support; too different to merge." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading and v4-to-v5 checkpoint reload issues are different concrete failures." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "tokenizer loading regression vs Llama 3.2 vision model loading; similar theme, different concrete breakage." + "reason": "Tokenizer-loading regression and a specific Llama 3.2 Vision loading breakage are not the same bug." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "is_offline_mode import error vs env command broken in v5; different symptoms and fixes." + "reason": "A missing huggingface_hub symbol and a broken env command are not the same underlying issue." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "tokenizer loading regression vs tensor-parallel training bug; unrelated." - }, - { - "left": "issue:43576", - "right": "issue:45071", - "accept": false, - "reason": "env command breakage vs PretrainedConfig type-checking; unrelated." - }, - { - "left": "issue:43576", - "right": "issue:43824", - "accept": false, - "reason": "env command breakage vs Qwen2.5 VL import error; different code paths." - }, - { - "left": "issue:31795", - "right": "issue:38617", - "accept": false, - "reason": "docs confusion vs an import error; not the same underlying bug." + "reason": "Tokenizer loading and tensor-parallel training are unrelated." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "unrelated issue title vs Gemma4AudioRelPositionalEncoding bug." + "reason": "Placeholder racoon issue and Gemma audio positional encoding are unrelated." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "different missing exports: AutoImageProcessor vs PreTrainedModel; same broad subsystem, not one duplicate." + "reason": "Both are top-level import errors, but they concern different exported symbols and no single concrete bug is established." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no-grad behavior and Python version support are unrelated." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "layer_type_validation import error vs env command bug; unrelated." + "reason": "Missing layer_type_validation import and a broken env command are not the same issue." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "env command broken vs Python 3.14 load failure; different regression." - }, - { - "left": "issue:43673", - "right": "issue:44492", - "accept": false, - "reason": "chunked_prefill cache missing vs a typo in cache strategies; not the same bug." + "reason": "Broken env command and Python 3.14 loading failure are different regressions." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "scheduler kwarg handling vs unrelated issue title." - }, - { - "left": "issue:44485", - "right": "issue:44961", - "accept": false, - "reason": "GLM-5 RoPE implementation vs unrelated issue title." + "reason": "Scheduler kwargs being ignored has nothing to do with the placeholder issue." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "tensor-parallel training bug vs docs mentioning return_all_scores; unrelated." + "reason": "Tensor-parallel training bug and documentation about text classification outputs are unrelated." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "import error vs compiled-file errors; different failure classes." + "reason": "Importing AutoImageProcessor and compiled-Python-file errors are different failures." }, { - "left": "issue:44273", - "right": "issue:45542", + "left": "issue:36296", + "right": "issue:43526", "accept": false, - "reason": "lazy loading bug vs undefined TensorFlow backend error; unrelated." + "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are unrelated." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:44261", + "right": "issue:44360", "accept": false, - "reason": "lazy loading bug vs unsafe sys.modules access; not clearly the same code path." + "reason": "MLA layernorm precision and a missing ReLU in the DSA indexer are unrelated." }, { - "left": "issue:45362", - "right": "issue:45850", + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "specific Qwen3.5 chat crash vs a broad complaint that many models break; not a concrete duplicate." + "reason": "Missing processor save_pretrained files is not the same as a generic bug report." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly treats the cluster as a loose mix of v5-era regressions and uses issue:45278 as a broad umbrella for the import-regression subgroup. The soft-edge decisions are generally conservative, and the one accepted pair (issue:45125 vs issue:45478) is at least plausibly the same Qwen3.5 MoE loading/tensor-parallel regression based on the titles." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14728,28 +14815,24 @@ "review_unit_count": 48, "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-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ "issue:31795", "issue:33453", - "issue:34689", - "issue:37428", "issue:41669", "issue:42371", "issue:42890", "issue:43352", "issue:43408", - "issue:43502", - "issue:43519", "issue:43525", "issue:43572", "issue:43576", "issue:43673", - "issue:43704", "issue:43827", + "issue:43874", "issue:43976", "issue:44038", "issue:44077", @@ -14760,8 +14843,8 @@ "issue:44315", "issue:44351", "issue:44360", + "issue:44373", "issue:44393", - "issue:44485", "issue:44492", "issue:44556", "issue:44655", @@ -14769,7 +14852,8 @@ "issue:44829", "issue:44861", "issue:44908", - "issue:44945", + "issue:44961", + "issue:45003", "issue:45071", "issue:45092", "issue:45125", @@ -14777,370 +14861,340 @@ "issue:45278", "issue:45310", "issue:45341", + "issue:45362", "issue:45468", "issue:45478", + "issue:45542", "issue:45753", "issue:45850" ], "soft_pairs": [ + "issue:44273|issue:45542", + "issue:44273|issue:45003", "issue:44393|issue:45753", "issue:44038|issue:45125", "issue:43576|issue:44556", "issue:44393|issue:45071", "issue:41669|issue:43673", "issue:43525|issue:45850", + "issue:44373|issue:44961", "issue:44556|issue:45092", - "issue:44492|issue:45850", + "issue:45362|issue:45850", "issue:43572|issue:45850", - "issue:42371|issue:44492", "issue:44704|issue:44908", "issue:42890|issue:44908", - "issue:45278|issue:45850", "issue:44246|issue:44273", "issue:43408|issue:44315", "issue:43976|issue:44393", - "issue:43352|issue:44393", "issue:44297|issue:45230", + "issue:43352|issue:44393", "issue:44295|issue:45230", "issue:43576|issue:44908", "issue:44908|issue:45071", "issue:41669|issue:44351", "issue:41669|issue:45341", - "issue:44492|issue:44945", - "issue:43976|issue:45850", + "issue:43673|issue:44492", + "issue:45278|issue:45850", + "issue:43874|issue:45850", "issue:44393|issue:45478", "issue:44077|issue:44861", "issue:43827|issue:44908", + "issue:41669|issue:44492", "issue:41669|issue:44908", "issue:31795|issue:33453", "issue:44315|issue:44829", + "issue:42371|issue:44492", "issue:43576|issue:44273", "issue:44360|issue:45468", "issue:44655|issue:44861", "issue:45230|issue:45310", "issue:44273|issue:44908", - "issue:43519|issue:44485", - "issue:43519|issue:44908", - "issue:41669|issue:43704", - "issue:31795|issue:34689", - "issue:31795|issue:37428", - "issue:44315|issue:45092", - "issue:44485|issue:45468", - "issue:43704|issue:44485", - "issue:43502|issue:43519", - "issue:42371|issue:43704" + "issue:44492|issue:45850" ], - "prepared_review_unit_hash": "73ffb117368329342bee682eefa32abc8e269eebd44a2def5a99593c12b6bd91", + "prepared_review_unit_hash": "204fc5fde89535200f9451aa3b5705c821ab75b321a923cfda5ba1018d475ab9", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 46, - "serialized_chars": 40824, - "estimated_input_tokens": 10206, - "estimated_eval_tokens": 20668 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 41, + "serialized_chars": 38712, + "estimated_input_tokens": 9678, + "estimated_eval_tokens": 19612 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of Transformers v5 regression reports and model-specific breakages, not true duplicates. I\u2019d use the broad v5 breakage umbrella as the cluster anchor, but reject all soft-edge merges.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45850 is the broadest umbrella report ('Since 5.0 version it breaks too many models') and best matches the cluster\u2019s overall theme of many v5 regressions.", + "summary": "This cluster is mostly a set of unrelated v5 regressions and model-specific bugs. The only clearly accepted duplicate is the import/lazy-loading pair issue:44246 \u2194 issue:44273; the Qwen3.5-related pairs remain too specific or differ in failure mode to merge as duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44273 is the broadest open report for the lazy-loading/import regression theme, and it best serves as the umbrella issue for the one confirmed duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the most representative triage target because it captures the widest shared symptom class across the cluster, even though it is very generic.", + "best_issue_reason": "issue:44273 is the strongest single reference point for the import/lazy-loading cluster because it is open and covers the broad user-visible symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Both are import-related symptoms, but one is lazy loading/import timing and the other is TensorFlow/tensorboard backend behavior; not the same bug." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Related to imports, but one is lazy-loading regression and the other is unsafe sys.modules access; different root causes." + }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Same model family, but different failures: 2D box hallucination/error vs infinite loop on a specific image." + "reason": "Same model family, but different concrete failures: 2D bbox hallucination/error versus an infinite-loop case." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both involve Qwen3.5/Qwen3-VL MoE, but one is a loading/regression report and the other is a missing tensor-parallel plan." + "reason": "Both mention Qwen/MoE, but one is a broad bug report and the other is a specific missing _tp_plan tensor-parallel issue." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "v5-related breakage, but 'transformers env' command failure is unrelated to checkpoint reload incompatibility." + "reason": "Both are v5-related, but the broken env command and checkpoint reload incompatibility are distinct problems." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Completely different code paths: Qwen3-VL output bug vs PretrainedConfig type-checking regression." + "reason": "Qwen3-VL output issues and PretrainedConfig type-checking are unrelated code paths." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-time performance from import * removal is unrelated to GenerationMixin cache missing during chunked prefill." + "reason": "Import-star cleanup/performance and chunked-prefill cache behavior are different defects." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Llama4 pad_token_id is a specific config API bug; 45850 is only a broad umbrella complaint." + "reason": "A specific Llama4Config attribute error is not the same as a broad 'many models break' report." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "Docstring wording and a placeholder 'racoon' issue are unrelated." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are upgrade incompatibilities, but they affect different model families and different initialization paths." + "reason": "Both concern upgrade breakage, but the loading/reload failures are on different paths and are not clearly duplicates." }, { - "left": "issue:44492", + "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "A typo in cache strategies is a narrow fix, not the same underlying issue as generic v5 breakage." + "reason": "Specific Qwen3.5 chat crash versus a generic broad regression report; not the same underlying bug." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig missing pad_token_idx is a model-specific config regression, not the same as the generic umbrella." - }, - { - "left": "issue:42371", - "right": "issue:44492", - "accept": false, - "reason": "TF32 API settings and a cache-strategy typo are unrelated bugs." + "reason": "StableLmConfig missing pad_token_id is a specific config regression, not the same as a generic many-model breakage report." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are different subsystems and failures." + "reason": "AutoProcessor cached_file kwargs and scheduler lr_scheduler_kwargs are separate APIs and failures." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test seeding flakiness is unrelated to scheduler kwargs handling." - }, - { - "left": "issue:45278", - "right": "issue:45850", - "accept": false, - "reason": "Both are broad v5 regressions, but one is specifically about import errors while the other is a generic model-breakage complaint." + "reason": "Test flakiness from missing set_seed is unrelated to scheduler keyword handling." }, { "left": "issue:44246", "right": "issue:44273", - "accept": false, - "reason": "Related to import/lazy-loading, but one is intermittent import slowness and the other is lazy loading not working properly; not the same concrete bug." + "accept": true, + "reason": "These describe the same import/lazy-loading regression from different angles: slow import behavior and lazy loading not working properly." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "SAM3 tracker config warning and Liger Kernel not applied with model_init are unrelated." + "reason": "Model-type mismatch warning and Liger Kernel/model_init behavior are unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility is unrelated to Qwen3-VL bounding-box output errors." + "reason": "Python version compatibility and Qwen3-VL output failure are different defects." }, { - "left": "issue:43352", - "right": "issue:44393", + "left": "issue:44297", + "right": "issue:45230", "accept": false, - "reason": "Flash Attention 2 support gating is a different problem from Qwen3-VL output correctness." + "reason": "Tokenizer metadata mismatch and a generic bug placeholder do not indicate the same bug." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:43352", + "right": "issue:44393", "accept": false, - "reason": "Tokenizer save_pretrained mismatch and a generic bug report are not the same issue." + "reason": "Different model families and different failures: Nemotron Flash Attention support versus Qwen3-VL output behavior." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Reading position_ids after buffer registration is unrelated to the generic bug report." + "reason": "A position_ids buffer-read error is unrelated to a generic placeholder bug report." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env command and scheduler kwargs handling are unrelated." + "reason": "The env command regression and inverse_sqrt scheduler kwargs issue are separate problems." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs forwarding and PretrainedConfig type checking are different regressions." + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are distinct code paths." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-time slowdown from wildcard imports is unrelated to missing HybridCache exports." + "reason": "Import-star cleanup/performance and a HybridCache import error are not the same defect." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Slow imports from wildcard usage and a testing_utils bug are unrelated." + "reason": "Import-performance regression and a testing_utils bug are unrelated." }, { - "left": "issue:44492", - "right": "issue:44945", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "Cache-strategy typo does not match incorrect LLM output under pipeline parallelism." + "reason": "Generation cache missing during chunked prefill and a cache-strategy typo are not the same bug." }, { - "left": "issue:43976", + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "A broad upgrade/import-error report is not the same as a generic 'many models break' complaint." + }, + { + "left": "issue:43874", "right": "issue:45850", "accept": false, - "reason": "Python support regression is not the same as the broad 'many models break' complaint." + "reason": "GLM46V multimodal token handling is unrelated to the broad v5 breakage report." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different model-specific failures: Qwen3-VL bounding-box issue vs Qwen3.5 Moe from_pretrained error." + "reason": "Both are Qwen3.5/Qwen-related, but the concrete failures differ and are not clearly the same bug." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init policy for patchtsmixer and tied-weights key handling are unrelated." + "reason": "Optional post_init validation and _tied_weights_keys list handling are different issues." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() and scheduler kwargs forwarding are unrelated." + "reason": "Docs still mentioning pipeline() and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-star cleanup/performance and a cache-strategy typo are unrelated." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import performance and scheduler kwargs are unrelated issues." + "reason": "Import-time performance regression and scheduler kwargs handling are different code paths." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion about forward args is unrelated to tokenizer loading regression." + "reason": "Docstring confusion and tokenizer-loading regression are unrelated." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application with model_init and flash_attention_3 training degeneration are different bugs." + "reason": "Liger Kernel with model_init and flash_attention_3 degenerate training are different bugs." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and cache-strategy typo are unrelated." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy loading failure are related only by v5 theme, not the same bug." + "reason": "Both are v5/import related, but the env command regression and lazy-loading failure are not clearly the same root cause." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer activation issue and Gemma-4 positional encoding bug are unrelated." - }, - { - "left": "issue:44655", - "right": "issue:44861", - "accept": false, - "reason": "Saving Pipeline objects and tied-weight key crashes are different code paths." - }, - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "A generic bug report and Qwen3.5 Moe from_pretrained failure are not duplicates." - }, - { - "left": "issue:44273", - "right": "issue:44908", - "accept": false, - "reason": "Lazy loading malfunction and scheduler kwargs handling are different problems." - }, - { - "left": "issue:43519", - "right": "issue:44485", - "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific bugs." - }, - { - "left": "issue:43519", - "right": "issue:44908", - "accept": false, - "reason": "Timestamp calculation and scheduler kwargs handling are unrelated." - }, - { - "left": "issue:41669", - "right": "issue:43704", - "accept": false, - "reason": "Import wildcard slowdown is unrelated to VRAM leakage across dataloader threads." - }, - { - "left": "issue:31795", - "right": "issue:34689", - "accept": false, - "reason": "Forward-doc confusion is unrelated to Llama 3.2 90B Vision model loading breakage." - }, - { - "left": "issue:31795", - "right": "issue:37428", - "accept": false, - "reason": "Documentation wording issue is unrelated to the flash attention import error." + "reason": "DSA indexer discussion and Gemma-4 audio positional encoding are unrelated." }, - { - "left": "issue:44315", - "right": "issue:45092", - "accept": false, - "reason": "Both mention model-init/remote-code style loading, but they are different concrete incompatibilities and not mergeable into one fix." - }, - { - "left": "issue:44485", - "right": "issue:45468", + { + "left": "issue:44655", + "right": "issue:44861", "accept": false, - "reason": "GLM-5 RoPE implementation and Gemma-4 positional encoding are unrelated." + "reason": "Saving Pipeline objects and tied-weight key handling are different defects." }, { - "left": "issue:43704", - "right": "issue:44485", + "left": "issue:45230", + "right": "issue:45310", "accept": false, - "reason": "VRAM leak in threaded dataloading and RoPE implementation are unrelated." + "reason": "A generic placeholder issue and a concrete Qwen3.5 Moe from_pretrained error are not evidence of duplication." }, { - "left": "issue:43502", - "right": "issue:43519", + "left": "issue:44273", + "right": "issue:44908", "accept": false, - "reason": "local_files_only still triggering requests is unrelated to timestamp calculation in Qwen3VL." + "reason": "Lazy-loading/import regression and scheduler kwargs handling are separate code paths." }, { - "left": "issue:42371", - "right": "issue:43704", + "left": "issue:44492", + "right": "issue:45850", "accept": false, - "reason": "TF32 control settings and VRAM leak in dataloader threads are unrelated." + "reason": "A typo in cache strategies is not the same as a broad model-breakage report." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering is mostly conservative, but the summary overstates the evidence by claiming a true duplicate Qwen3.5-MoE from_pretrained pair that is not supported by the packet\u2019s soft-edge verdicts. In the packet, the only clearly accepted soft edge is issue:44246 \u2194 issue:44273; the Qwen3.5-related pairs are all marked false. The lazy-loading/import pair is a plausible umbrella match, but the summary should not elevate unsupported duplicates." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -15155,38 +15209,53 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-407", + "cluster_id": "cluster-10000-408", "nodes": [ "issue:30333", "issue:31515", "issue:31795", "issue:33453", + "issue:34689", "issue:36296", + "issue:37428", "issue:38617", + "issue:41669", + "issue:42371", "issue:42913", "issue:43066", "issue:43298", + "issue:43502", "issue:43519", "issue:43525", "issue:43572", "issue:43606", - "issue:43618", "issue:43704", "issue:44230", "issue:44261", "issue:44263", - "issue:44492", + "issue:44315", + "issue:44360", + "issue:44485", "issue:44623", "issue:44861", "issue:44908", "issue:44998", + "issue:45092", "issue:45290", "issue:45310", - "issue:45341", - "issue:45468", - "issue:45850" + "issue:45468" ], "soft_pairs": [ + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43502|issue:43519", + "issue:42371|issue:43704", "issue:43519|issue:44623", "issue:43519|issue:43704", "issue:44263|issue:45468", @@ -15194,15 +15263,15 @@ "issue:44261|issue:45468", "issue:42913|issue:43066", "issue:44908|issue:44998", - "issue:44492|issue:44998", "issue:44861|issue:45290", - "issue:44998|issue:45850", - "issue:43618|issue:44998", - "issue:44998|issue:45341", "issue:43525|issue:44861", + "issue:43704|issue:44998", + "issue:41669|issue:44998", "issue:43572|issue:44861", + "issue:43066|issue:44998", "issue:31515|issue:38617", "issue:44230|issue:44623", + "issue:44360|issue:44998", "issue:30333|issue:31515", "issue:31515|issue:36296", "issue:44230|issue:45310", @@ -15210,166 +15279,226 @@ "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "b431e3e8549002d1823bf6fed3b33cf5a7dc6d5ed495db8bdea6986d908405eb", + "prepared_review_unit_hash": "9f78da31f9ffaa2b037e9c581efa3edf64e6d9fa4d3dba02f32cb5b83220136e", "component_budget": { - "node_count": 407, - "item_count": 407, - "soft_pair_count": 1521, - "serialized_chars": 784898, - "estimated_input_tokens": 196225, - "estimated_eval_tokens": 392706 + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 }, "budget": { - "node_count": 28, - "item_count": 28, - "soft_pair_count": 22, - "serialized_chars": 22237, - "estimated_input_tokens": 5560, - "estimated_eval_tokens": 11376 + "node_count": 33, + "item_count": 33, + "soft_pair_count": 32, + "serialized_chars": 28207, + "estimated_input_tokens": 7052, + "estimated_eval_tokens": 14360 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous. A few issues loosely relate to Transformers v5 regressions, but most are clearly separate bugs in different components or models. No soft duplicate edges are strong enough to merge.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45850 is the broadest umbrella-style report in the set and loosely matches the repeated v5-regression theme, but it is too vague to be a strong dedupe anchor.", + "summary": "This cluster is dominated by soft-similarity false positives across unrelated issues. No pair looks like a true duplicate; the closest thematic area is tokenizer-v5 regression reports, but even those are not the same concrete bug.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 43066 is the most concrete and actionable report among the few tokenizer-v5-adjacent items, but the cluster overall does not have a clear true duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the most representative of the overall cross-cutting complaint about many v5 breakages, though it is not specific enough to be a good standalone canonical bug.", + "best_issue_reason": "Issue 43066 is the best representative of the narrowest recurring theme here (tokenizer behavior regressions in v5), though it is still not a match for most of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL processor timestamp bug vs GLM-5 RoPE implementation; different models and different code paths." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp calculation vs scheduler kwargs handling; unrelated subsystems." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-* cleanup/perf issue vs VRAM leak in dataloader threads; not the same bug." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion in model.forward vs model-loading regression for Llama 3.2; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Forward API docs issue vs flash-attention import error; different problems." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger Kernel not applied with model_init vs remote-code meta-init incompatibility; different init bugs." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation vs Gemma-4 audio positional encoding; different models and fixes." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3 multi-threading vs RoPE implementation issue; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only still triggering API requests vs processor timestamp math; unrelated download vs processing behavior." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings behavior vs VRAM leak; no shared concrete bug." + }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Different bugs: timestamp calculation in Qwen3VL processor vs missing files from processor.save_pretrained." + "reason": "Both involve processors, but one is timestamp calculation and the other is save_pretrained file output; different failures." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Different model/path and failure mode: Qwen3VL timestamp bug vs VRAM leak in Qwen3ForCausalLM with multiple dataloader threads." + "reason": "Processor timestamp bug vs VRAM leak; unrelated." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "Unrelated model internals: torch.split return values in GlmMoeDsaIndexer vs Gemma-4 audio positional encoding." + "reason": "torch.split return handling in an indexer vs Gemma-4 audio positional encoding; unrelated." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "Different runtime problem: CPU offload device mismatch in bark-small vs Gemma-4 audio positional encoding bug." + "reason": "CPU offload device mismatch vs Gemma-4 audio encoding; unrelated." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Different issue scope: MLA q_a_layernorm config precision mismatch vs Gemma-4 audio positional encoding." + "reason": "MLA layernorm precision error vs Gemma-4 audio positional encoding; unrelated." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both are tokenizer-v5 complaints, but they describe different concrete failures and likely different fixes." + "reason": "Both are tokenizer-v5 related, but one is a broad behavior change report and the other is a specific decoder-type bug; not clearly the same concrete issue." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Inverse-sqrt scheduler kwargs bug is unrelated to the placeholder 'Unemployment' issue." - }, - { - "left": "issue:44492", - "right": "issue:44998", - "accept": false, - "reason": "Typo in cache strategy names is unrelated to the placeholder issue." + "reason": "Scheduler kwargs bug vs unrelated 'Unemployment' issue; obviously different." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Different code paths: tied-weight key handling crash vs apply_chat_template crash on tool-call assistant messages." + "reason": "Tied-weights helper crash vs chat template crash with tool calls; different code paths." }, { - "left": "issue:44998", - "right": "issue:45850", + "left": "issue:43525", + "right": "issue:44861", "accept": false, - "reason": "No actionable overlap; one is a nonsensical placeholder title, the other is a broad v5-breakage complaint." + "reason": "Missing pad_token_id on Llama4Config vs tied-weights key crash; unrelated model/config bugs." }, { - "left": "issue:43618", + "left": "issue:43704", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." + "reason": "VRAM leak vs unrelated issue title; not a duplicate." }, { - "left": "issue:44998", - "right": "issue:45341", + "left": "issue:41669", + "right": "issue:44998", "accept": false, - "reason": "Testing_utils bug is unrelated to the placeholder issue." + "reason": "Import-* performance cleanup vs unrelated issue title; not a duplicate." }, { - "left": "issue:43525", + "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Llama4Config missing pad_token_id is a config regression, not tied-weight key handling." + "reason": "Missing pad_token_idx in StableLmConfig vs tied-weights key crash; different failures." }, { - "left": "issue:43572", - "right": "issue:44861", + "left": "issue:43066", + "right": "issue:44998", "accept": false, - "reason": "StableLmConfig missing pad_token_idx is a separate config/API regression from tied-weight key handling." + "reason": "Tokenizer v5 decoder-type bug vs unrelated issue title; not a duplicate." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Loading checkpoint slowly is a performance issue; missing layer_type_validation is an import regression." + "reason": "Slow checkpoint loading vs ImportError for layer_type_validation; different issues." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "fp8 inference support for Qwen3-VL/Qwen3.5 MoE is unrelated to processor.save_pretrained missing files." + "reason": "FP8 support request vs processor.save_pretrained missing files; feature request vs bug." + }, + { + "left": "issue:44360", + "right": "issue:44998", + "accept": false, + "reason": "DSA indexer activation issue vs unrelated issue title; not a duplicate." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on training failure is unrelated to slow from_pretrained checkpoint loading." + "reason": "MLflow reporting on failed training jobs vs slow from_pretrained checkpoint loading; unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Slow checkpoint loading is unrelated to tensor-parallel training failure." + "reason": "Slow checkpoint loading vs tensor-parallel training bug; different symptoms and paths." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3.5/MoE, but one is fp8 inference support and the other is a from_pretrained error; not the same concrete bug." + "reason": "FP8 support request vs Qwen3.5-MoE from_pretrained error; one is feature support, the other is a loading regression." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint loading performance is unrelated to model.forward documentation confusion." + "reason": "Checkpoint loading slowdown vs forward-API documentation confusion; unrelated." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Slow from_pretrained loading is a different issue from tokenizer loading regression." + "reason": "Both mention loading, but one is slow checkpoint load and the other is a tokenizer loading regression; not the same bug." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models and fp8 inference support are different feature gaps." + "reason": "Continuous batching not supporting audio models vs FP8 infer support for Qwen3-VL/Qwen3.5 MoE; different features." } ] }, @@ -15388,8 +15517,8 @@ "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": [ @@ -15401,12 +15530,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "2830aeebddb2736e466ca63f07d9d617ecc506f0b062544f17244db428713d87", + "prepared_review_unit_hash": "4a6087315dd1fc9e9dd375a78133de7cbbef4dbbd398f8981e9ab2d0eeca5623", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -15414,7 +15543,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -15423,24 +15552,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three issues do not look like duplicates. #16618 is a broad model-loading failure, #15980 is specifically about a bad auth/error path when downloading a private model while logged out, and #13244 is about Tapas tokenization differences versus TensorFlow.", - "confidence": 0.92, - "canonical_issue_reason": "#16618 is the most general user-facing model-loading report in the set; the others are either narrower (#15980) or unrelated (#13244).", + "summary": "These three issues are not duplicates: one is about TAPAS tokenization, one is about private-model download/auth messaging, and one is about loading bert-base-uncased. The soft similarities are too broad to merge.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical duplicate stands out. Issue #16618 is the broadest user-facing model-load failure, but #13244 is a tokenizer mismatch and #15980 is a private-model login/error-message problem, so they are distinct.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best representative issue because it describes the broadest core failure mode, while the other issues do not match the same underlying bug.", + "best_issue_reason": "#16618 is the most general and concrete model-loading symptom, so it is the best single issue to anchor triage if one must be chosen, but it should not absorb the others as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different problem domains: Tapas tokenization parity vs. model loading failure. No evidence they describe the same bug or fix." + "reason": "Different problem domains: TAPAS tokenization vs failing to load bert-base-uncased. No evidence of the same code path or fix." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both involve model downloads, but #15980 is specifically about a private-model login/auth error message, while #16618 is a generic inability to load bert-base-uncased. Too different to treat as duplicates." + "reason": "Both concern model access/loading, but one is specifically a private-model login/download error and the other is a public-model load failure. Too different to treat as the same bug." } ] }, @@ -15459,8 +15588,8 @@ "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": [ @@ -15470,12 +15599,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "8c5a9c2ee4cf16ac2bc594908c5b1772155e53a39cfd4e761aab24041eba7723", + "prepared_review_unit_hash": "87edf6d247bfb30ea96758225f4abc89e86732b65c25710776d03d208652be93", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -15483,7 +15612,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -15492,18 +15621,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated feature-request issues: one asks for Flash Attention 2 support across more architectures, the other asks for GGUF support across more architectures. They share only the broad \u201ccommunity contribution\u201d framing, not the underlying code change or bug.", + "summary": "These are two distinct community contribution feature requests in the same format, not duplicates: one for Flash Attention 2 architecture support and one for GGUF architecture support.", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "No canonical issue: the titles and likely work items are different feature requests targeting different capabilities.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue should be treated as the duplicate representative because they describe separate enhancements rather than the same underlying problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Reject: the requested changes target different subsystems and different feature work (Flash Attention 2 vs GGUF). The overlap is only in wording about broader architecture support, not the same underlying issue." + "reason": "Different requested features (Flash Attention 2 vs GGUF support) with no indication they are the same underlying change or bug." } ] }, @@ -15522,8 +15651,8 @@ "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-27088-5", "nodes": [ @@ -15545,12 +15674,12 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "f242f00bb07ebeae3205b5e46324a00930cdd1de58a4c3367d71926d522ffa83", + "prepared_review_unit_hash": "86cb838903f2618602e3e5e8bd375367818f9b89ce217007bb7bf542c7c1d204", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 10, - "serialized_chars": 6444, + "serialized_chars": 6441, "estimated_input_tokens": 1611, "estimated_eval_tokens": 3478 }, @@ -15558,7 +15687,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 10, - "serialized_chars": 6444, + "serialized_chars": 6441, "estimated_input_tokens": 1611, "estimated_eval_tokens": 3478 }, @@ -15567,82 +15696,79 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly translation-request issues. The three generic placeholder issues are effectively duplicates of each other, but the Turkish and Spanish issues are distinct language requests and should not be merged into that subgroup.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43834 is the earliest of the near-identical generic translation-template issues, so it is the best canonical for that duplicate subgroup.", + "summary": "These are all docs-translation request issues, but the concrete-language ones are for different locales and the templated ones do not provide enough evidence to treat them as the same underlying request. No soft duplicate edges should be merged.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43834 is the closest thing to a cluster representative because it uses the normalized template title and is nearly identical in form to the other templated translation-request issues, but the set still does not look like true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the strongest representative of the duplicate placeholder subgroup because it is earliest and most neutral; the other concrete language-specific issues are separate requests, not duplicates.", + "best_issue_reason": "issue:43834 is the best global representative only in a loose triage sense: it is the most generic templated translation issue and sits at the center of the near-identical template group, though it should not be considered a true duplicate of the language-specific issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different underlying requests: Turkish translation vs generic template. High textual overlap is likely due to shared boilerplate, not the same issue." + "reason": "Both are translation requests, but the available metadata does not show they target the same language or same underlying work; different locale requests should stay separate." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish-specific request is not the same as a generic placeholder translation issue; language target differs." + "reason": "Same rationale: the concrete Turkish request is distinct from the templated translation issue, and there is no evidence they are the same locale or change." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "One is a concrete Turkish translation request, the other is a generic template issue; not the same underlying change." + "reason": "The Turkish request is a specific locale task, while the other item is only a generic translation template; not enough to say they are the same issue." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "These are different language requests (Turkish vs Spanish), so they are not duplicates." + "reason": "Turkish and Spanish docs translations are different locale-specific requests, so they are not the same underlying issue." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish-specific request does not match the generic placeholder issue closely enough to be considered the same underlying issue." + "reason": "The Spanish request is specific, but the other item is a generic template; no evidence they refer to the same language or exact task." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish translation request is distinct from the generic template issue; not a duplicate." + "reason": "Spanish translation request versus another generic templated translation issue; same broad area, but not the same concrete request." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish-specific request and generic placeholder are not the same concrete issue." + "reason": "Different locale-specific translation request versus a generic template; insufficient evidence for a duplicate." }, { "left": "issue:43834", "right": "issue:44370", - "accept": true, - "reason": "These two issues are nearly identical generic translation-template requests and appear to describe the same underlying issue." + "accept": false, + "reason": "The titles/body shapes are very similar, but translation requests are typically language-specific and no explicit shared target is shown." }, { "left": "issue:43834", "right": "issue:44365", - "accept": true, - "reason": "Near-identical generic placeholder translation issues; same underlying request." + "accept": false, + "reason": "Near-identical template text alone is not enough; these could still be separate locale requests and there is no explicit linkage." }, { "left": "issue:44365", "right": "issue:44370", - "accept": true, - "reason": "These are effectively the same generic translation-template issue and can be treated as duplicates." + "accept": false, + "reason": "Both are templated translation issues, but there is no concrete evidence they describe the same language or the same underlying change." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: the Turkish and Spanish issues are explicitly language-specific, while 43834/44365/44370 share the same generic placeholder title and near-identical text, so treating those three as duplicates is conservative. The canonical choice of 43834 as the earliest in that subgroup is also supported. No PR pair is involved." - }, - "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 }, @@ -15654,8 +15780,8 @@ "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-36817-15", "nodes": [ @@ -15702,22 +15828,22 @@ "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:43837|issue:43909", "issue:43909|issue:44205", + "issue:43671|issue:43909", "issue:44121|issue:45322", + "issue:43837|issue:44121", "issue:43837|issue:45027", "issue:37015|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "06f704bae94f562a686222fa7e57f1c167c0e90deb712c8cbfb07663d329efe8", + "prepared_review_unit_hash": "5f46c056f1444f060360d5c833cc455193ad2b185d2726b779ac4f9f0cb7a9a0", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20707, + "serialized_chars": 20706, "estimated_input_tokens": 5177, "estimated_eval_tokens": 10610 }, @@ -15725,7 +15851,7 @@ "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20707, + "serialized_chars": 20706, "estimated_input_tokens": 5177, "estimated_eval_tokens": 10610 }, @@ -15734,120 +15860,120 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a heterogeneous set of model-addition/support requests across unrelated architectures and modalities. The similarity is mostly from generic request phrasing, not the same underlying bug or change, so no soft edges should be merged.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43671 is the most central/connected item in this otherwise mixed set, so it is the best cluster anchor despite not being a true duplicate of the others.", + "summary": "This cluster is not a duplicate set: it groups many distinct model-addition requests spanning different model families and even different modalities (text, OCR, audio, TTS, ASR, detection). No soft edges should be merged.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue for deduplication: the items are separate model requests with different targets and problem statements, not the same underlying bug/change.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43671 is the strongest representative of the repeated 'add model support' pattern and has enough discussion/linkage to serve as the cluster's best issue representative.", + "best_issue_reason": "If one must be named as the broadest representative, issue:42738 ('BERT-like models with RoPE') is the most general, but it is still not a true duplicate canonical for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different models and likely different configuration/schema updates; only the request style is similar." + "reason": "EuroBert vs DEIMv2 are different models and requests; no shared underlying change." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support and Qwen3-TTS support are unrelated model additions." + "reason": "EuroBert is a text encoder model request; Qwen3-TTS is an audio generation/request for a different modality." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config vs RF-DETR model request; different model families and code paths." + "reason": "EuroBert and RF-DETR are unrelated architectures (BERT-style encoder vs detection model)." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct model integrations, not the same change." + "reason": "RF-DETR and DEIMv2 are distinct detection/vision model additions, not the same model or code path." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "Different model targets and modalities; not a duplicate request." + "reason": "RF-DETR and LFM2.5 Audio 1.5B are completely different modalities and requests." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR model addition and weight-sparse transformer support are unrelated changes." + "reason": "RF-DETR and a weight-sparse transformer request are unrelated model families and implementation paths." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different model support requests." + "reason": "RF-DETR (detection) and Qwen3-ASR (speech recognition) are different tasks and models." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "Different requested models and likely different implementation paths." + "reason": "RF-DETR and Qwen3-TTS are unrelated detection vs text-to-speech requests." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model requests with no shared underlying bug." + "reason": "NeoBERT is a BERT-like text model; Qwen3-ASR is a speech model request." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT support and weight-sparse transformer support are different code changes." + "reason": "NeoBERT and the sparse-transformer request target different model architectures and changes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are unrelated models and integrations." + "reason": "NeoBERT and LFM2.5 Audio 1.5B are different modalities and unrelated features." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are distinct model additions." + "reason": "RF-DETR and NeoBERT are unrelated model requests with no shared concrete bug/change." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are separate model support requests." + "reason": "NeoBERT and ModernVBERT are different BERT-like models, but still distinct model additions." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model integrations." + "reason": "MiniCPM3 architecture and Qwen3-ASR address different model families and tasks." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and OpenAI weight-sparse transformer requests are unrelated." + "reason": "MiniCPM3 support and sparse-transformer support are separate architecture requests." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are different model-family additions." + "reason": "MiniCPM3 and ModernVBERT are different model-addition requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS support target different models and paths." + "reason": "MiniCPM3 and Voxtral-4B-TTS-2603 are unrelated text vs TTS model requests." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are separate model requests." + "reason": "DEIMv2 and Qwen3-TTS are different tasks and model families." }, { "left": "issue:42503", @@ -15859,97 +15985,127 @@ "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT models and Qwen3-TTS support are different requests." + "reason": "ModernVBERT and Qwen3-TTS are different modalities and implementation paths." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and BERT-like models with RoPE overlap only broadly; they are not the same concrete change." + "reason": "ModernVBERT is a specific model request; 'BERT-like models with RoPE' is a broad feature request, not the same change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "A generic BERT/RoPE request and Voxtral TTS support are unrelated." + "reason": "RoPE support for BERT-like models and Voxtral TTS support are unrelated changes." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related by family name but target different modalities and implementations." + "reason": "Qwen3-TTS and Qwen3-ASR are different sibling models serving different modalities." }, { "left": "issue:43671", - "right": "issue:45027", + "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS support and Voxtral TTS support are different model integrations." + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are different audio model requests." }, { "left": "issue:43671", - "right": "issue:45177", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + "reason": "TTS support and sparse-transformer support are unrelated implementations." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support and weight-sparse transformer support are not the same change." + "reason": "Qwen3-TTS and Voxtral-4B-TTS-2603 are distinct TTS model requests, not the same concrete change." }, { "left": "issue:43671", - "right": "issue:43909", + "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model requests with different code paths." + "reason": "Qwen3-TTS and DeepSeek-OCR2 target different model families and modalities." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are separate model additions." + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio-related models, not the same request." }, { "left": "issue:43837", - "right": "issue:45322", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support and EUPE support are unrelated model requests." + "reason": "ASR support and sparse-transformer support are unrelated code-path changes." }, { "left": "issue:43837", - "right": "issue:44121", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated speech vs OCR model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", "accept": false, - "reason": "ASR model support and weight-sparse transformer support are different changes." + "reason": "Qwen3-ASR and EUPE are different model proposals with no shared underlying change." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model families." + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are distinct audio vs multimodal segmentation-related requests." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "OpenAI weight-sparse transformer and EUPE are different requested models." + "reason": "Sparse transformer support and EUPE are unrelated model/architecture additions." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are different audio model requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse transformer support and EUPE are unrelated model/architecture additions." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR support and sparse-transformer support are unrelated code-path changes." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral-4B-TTS are different audio-model support requests." + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral-4B-TTS are unrelated model additions." + "reason": "NeoBERT and Voxtral TTS are unrelated text vs speech model requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model requests." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated speech vs OCR model requests." } ] }, @@ -15968,8 +16124,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-37934-7", "nodes": [ @@ -15992,88 +16148,88 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "770705eb5947573216f3bcaf1d1abc6f7e5471ba79e7ba2f078cfb2d95f383cc", + "prepared_review_unit_hash": "7a2fab15260baa307cbe533332a0fe225b79d5b0ff640cb95bc9a8e5f1f1824a", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 7185, - "estimated_input_tokens": 1797, - "estimated_eval_tokens": 3850 + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 7185, - "estimated_input_tokens": 1797, - "estimated_eval_tokens": 3850 + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are not duplicates; they cover unrelated topics across model architecture, config typing, tokenizer warnings, and miscellaneous bugs/typos. The soft-similarity signals look superficial rather than indicating the same underlying defect.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This cluster is not a duplicate set: the issues span unrelated bugs in Llama normalization, Mask2Former loss handling, ModernBERT typing, tokenizer warnings, a typo, and DeepSeek gating. The soft similarities are only superficial keyword overlap.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue is justified here; the titles describe different code paths and model families, so the apparent similarity is only generic wording like \"norm\", \"type\", or \"warning\".", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single issue is a credible global representative. If forced, 43668 is the closest to a generic small bug report, but it is only about a ModernBERTConfig type hint and does not subsume the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Different problems: a model norm-design question vs an incorrect type hint in a config class. No shared code-path or fix." + "reason": "Both mention normalization/configuration, but one asks whether Llama4TextL2Norm should be RMSNorm while the other is only about a ModernBERTConfig type hint. Different models and different bug types." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Both mention model loss behavior, but one is about an unused ignore_value in Mask2Former and the other about kwargs not reaching a loss function; these are distinct bugs." + "reason": "Mask2Former's unused ignore_value and kwargs not being forwarded to a loss function are distinct bugs in different parts of the training stack." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Different model families and failure modes: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating." + "reason": "These concern unrelated model behavior: Mask2Former ignore_value handling versus DeepSeek-V4 shared expert gating." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Unrelated: Mask2Former loss parameter usage versus tokenizer regex warnings after a version change." + "reason": "A Mask2Former loss parameter issue is unrelated to tokenizer regex warnings after a version bump." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "A loss-parameter bug and a typo in a quantization attribute are not the same underlying issue." + "reason": "Unused ignore_value in Mask2Former and a typo in a quantization attribute name are unrelated." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "One is a model training/loss bug; the other is a ModernBERT config type-hint issue. No common fix." + "reason": "Mask2Former ignore_value handling does not match a ModernBERTConfig type-hint correction; different components and fixes." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "kwargs propagation to loss calculation is unrelated to a config annotation mistake." + "reason": "Forwarding kwargs to a loss function is a different code-path bug from correcting a config type hint." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERT norm_eps typing and tokenizer regex warnings are unrelated subsystems and bugs." + "reason": "A ModernBERTConfig annotation issue is unrelated to tokenizer regex pattern warnings." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "A type-hint correction is not the same as a typo in an attribute name; no shared code-path." + "reason": "Type-hint cleanup in ModernBERTConfig is unrelated to a typo in a quantization field name." } ] }, @@ -16092,8 +16248,8 @@ "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": [ @@ -16103,12 +16259,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "b4035abca77ee357b14881a45b90c6398aac03499759f7ac347ce239fbfa923d", + "prepared_review_unit_hash": "f28fd63ebba5d749d6e71121cce13a1dba215a596931660fb1740d9b2cf05c4a", "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 }, @@ -16116,7 +16272,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -16125,18 +16281,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one is about block decoding behavior, the other is a request for DeepSeek v3.2 support. They describe different products of work and should not be clustered together as the same underlying issue.", + "summary": "The two issues are unrelated: one is about block decoding behavior, the other is a model support request for DeepSeek v3.2. There is no evidence they describe the same bug or change.", "confidence": 0.97, - "canonical_issue_reason": "If one issue must represent the cluster, #41084 is the more concrete bug/behavior report; #43037 is a separate model-support request.", + "canonical_issue_reason": "Issue #41084 is the more specific technical bug report; #43037 is a separate feature/support request for a particular model.", "canonical_pr_reason": null, - "best_issue_reason": "#41084 is the better representative issue because it is narrower and more actionable, but it still does not match #43037.", + "best_issue_reason": "#41084 is the better canonical issue candidate only because it is more concrete and actionable, but the pair should not be clustered as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying problems: block decoding semantics vs DeepSeek v3.2 support. No shared code-path or duplicate fix target." + "reason": "The titles and implied scopes do not match: 'Set Block Decoding' concerns a decoding implementation detail, while 'DeepSeek v3.2 support' is a model compatibility request. They do not appear to be the same underlying issue." } ] }, @@ -16155,8 +16311,8 @@ "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": [ @@ -16166,7 +16322,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "03870877b5b5f91f558f7d89e67cccdf7ab5f73c80ca8f93714d2d04ae71d5c8", + "prepared_review_unit_hash": "e8dd61dbce94d203a8e62a6849e5eda688c22bcc9f372fd44f5c748fa73a1b8c", "component_budget": { "node_count": 2, "item_count": 2, @@ -16188,18 +16344,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a very high level (both concern custom Trainer behavior), but they describe different problems: one is about `remove_unused_column` customizability, the other is about FLOPS estimation with custom trainers. They should not be deduplicated.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43598 is the better representative of the cluster\u2019s broader Trainer-customization theme; 43600 is a narrower, metric-specific follow-up concern.", + "summary": "These are both closed Trainer-related issues, but they address different concerns: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They do not look like duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43598 is the more concrete behavior report around a specific Trainer setting; #43600 is a separate accounting/measurement concern.", "canonical_pr_reason": null, - "best_issue_reason": "43598 is the stronger canonical issue because it frames a general Trainer customization design question rather than a specific FLOPS-estimation edge case.", + "best_issue_reason": "#43598 is the better cluster representative because it is narrower and more actionable, while still sitting in the same Trainer-customization area.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "The overlap is thematic only. `remove_unused_column` behavior and FLOPS estimation for custom trainers are different code paths and different user-facing bugs, so they are not the same underlying issue." + "reason": "The titles and descriptions point to different underlying problems: unused-column handling vs FLOPS estimation. Shared mention of custom trainers is too broad to treat as the same issue." } ] }, @@ -16218,8 +16374,8 @@ "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": [ @@ -16229,12 +16385,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "ebdb2cfec0e452ceb812e656b3b33b57ec2852fda5e3a0f89c2e8e4ca3321317", + "prepared_review_unit_hash": "e9a3554b402381f400b71347e74d38f5d831563136076b25ea21db3c466c6eae", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -16242,7 +16398,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -16251,18 +16407,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are about different Qwen model families and different auto-class registration gaps, so they are not duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "Issue #43684 is the broader registration request and is the better representative of the cluster.", + "summary": "These are separate feature requests, not duplicates: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, the other asks for AutoModelForSequenceClassification support for Qwen3.5. Different model families and different auto classes mean they should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "No true canonical duplicate exists; if one issue must be kept as the representative request, #43684 is broader and more central to model registration, but it does not subsume #44405.", "canonical_pr_reason": null, - "best_issue_reason": "#43684 is the cleaner canonical issue because it targets a concrete missing AutoModel registration path rather than a narrower downstream head-specific support request.", + "best_issue_reason": "#43684 is the broader, more foundational registration request and is the better representative issue for this cluster, but it should not be merged with #44405.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying problems: Qwen3-Omni model registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 sequence classification support for AutoModelForSequenceClassification. Different model families, different auto classes, and not the same code path." + "reason": "Reject: they target different capabilities (Qwen3-Omni auto-registration vs Qwen3.5 sequence-classification support) and different config/model paths, so they are not the same underlying bug or change." } ] }, @@ -16281,8 +16437,8 @@ "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": [ @@ -16299,77 +16455,80 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "3a55ed92560565a280397459aa9df8b66269a185d1c96f2ac54395f2d53672d0", + "prepared_review_unit_hash": "2aeef5e5d4cffa27913ecb1df25995c1a6ec83c96c33fea8d8884aa17b1b1f4a", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4260, - "estimated_input_tokens": 1065, - "estimated_eval_tokens": 2386 + "serialized_chars": 4256, + "estimated_input_tokens": 1064, + "estimated_eval_tokens": 2384 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4260, - "estimated_input_tokens": 1065, - "estimated_eval_tokens": 2386 + "serialized_chars": 4256, + "estimated_input_tokens": 1064, + "estimated_eval_tokens": 2384 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Low-signal cluster of mostly empty issues. Three items share the same truncated title \"huggingface \" and look related at a superficial level, but there is not enough description or linked context to safely conclude they are the same underlying bug. The \"Fett\" issue is even less connected and should remain separate unless more body text exists outside this snapshot.", - "confidence": 0.36, - "canonical_issue_reason": "issue:43845 is a reasonable canonical placeholder for the repeated \"huggingface \" reports because it is one of the exact-title duplicates and is the earliest of that subgroup. However, the evidence is weak due to missing descriptions.", + "summary": "Three issues share the same near-identical title \"huggingface \" and look like duplicates; \"Fett\" does not have enough evidence to join that cluster. Best representative is the oldest of the huggingface issues.", + "confidence": 0.84, + "canonical_issue_reason": "issue #43845 is the best canonical issue candidate: it is the earliest of the three identically titled \"huggingface \" reports, so it is the most natural representative for a duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43859 is the best single issue to keep as the representative within this cluster because it has the only discussion activity and shares the same exact truncated title as the other repeated reports, which may capture the most context.", + "best_issue_reason": "#43845 is the strongest global issue choice because it matches the duplicate cluster by title and timestamp, while #43835 appears unrelated/noisy.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Titles do not match and there is no body content or shared target evidence; soft similarity alone is not enough to treat these as the same bug." + "reason": "\"Fett\" and \"huggingface \" do not clearly describe the same underlying issue; the similarity signal alone is too weak." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Titles do not match and the snapshot provides no concrete shared context beyond generic similarity." + "reason": "No meaningful evidence that these are the same bug; titles are unrelated." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "No concrete evidence ties \"Fett\" to the repeated \"huggingface\" reports; reject as unrelated." + "reason": "The titles are unrelated and there is no issue-body detail to tie them together." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "These have the same truncated title, but the bodies are unavailable and the cluster lacks enough detail to confirm a true duplicate underlying issue." + "accept": true, + "reason": "Same title, same topic, and close creation times strongly suggest duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "Same broad title is not sufficient by itself; no concrete bug description or shared target evidence is present." + "accept": true, + "reason": "Identical title and clustered timing make these look like duplicate reports of the same issue." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "Same broad title is not enough to merge them as duplicates without a concrete shared failure mode." + "accept": true, + "reason": "Identical title with no distinguishing evidence indicates the same underlying issue." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: #43845, #43846, and #43859 all have the same title and close creation times, so treating #43845 as the canonical/oldest representative is conservative. The rejection of #43835 is also properly cautious because its title is unrelated and the packet provides no stronger linkage beyond weak soft similarity." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -16381,8 +16540,8 @@ "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": [ @@ -16403,88 +16562,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "2676162c133a41924a371bfa54ae1a6be9b9aa2551c9edd2925d0218fbfaa840", + "prepared_review_unit_hash": "db15e395ec2717b2ab8d08e3712313a7f8f756b06cc03bd457226f5b0bb25100", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is dominated by low-information/spam issues with no concrete bug or change details. There is no strong duplicate signal beyond generic similarity, so I would not merge any pair.", - "confidence": 0.97, - "canonical_issue_reason": "If a representative is needed, issue #44371 is the best placeholder because it is the earliest exact '' entry, but none of these look like a real canonical bug report.", + "summary": "This cluster is dominated by low-information spam-like issues. The only comparatively substantive item is the documentation enhancement suggestion, but there is no evidence that any of these are the same underlying issue.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44418 is the only non-spam, nontrivial title in the set and is the best representative anchor for this noisy cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#44371 is the earliest and most representative of the repeated spam-like '' issues; the others are equally low-signal.", + "best_issue_reason": "Issue 44418 is the most suitable issue to keep as the cluster representative because it is the only item that looks like a real user-facing request rather than spam.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Reject: both are generic spam-like entries, and there is no evidence they describe the same concrete bug or change." + "reason": "Both are titled '' with no body details, but that is not enough to show the same underlying issue or change." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Reject: exact title similarity is not enough here; no substantive issue description or code-path evidence is present." + "reason": "Same spam title and no supporting context; insufficient evidence they are duplicates of the same concrete issue." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Reject: one is spam-like and the other is a generic documentation suggestion; they do not appear to be the same underlying issue." + "reason": "One is spam, the other is a documentation enhancement suggestion; they do not appear to describe the same problem." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Reject: the titles are unrelated aside from being low-signal text, with no shared bug/change context." + "reason": "Spam-like placeholder title versus a specific quoted title; no indication of the same underlying issue." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Reject: a documentation suggestion and a spam-like issue are not the same underlying bug/change." + "reason": "Documentation enhancement request and spam placeholder are unrelated and do not share a concrete issue description." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Reject: no concrete overlap beyond generic low-signal text; not the same issue." + "reason": "No meaningful overlap beyond both being low-detail issues; not enough to treat as duplicates." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Reject: both are spam-like placeholders, but there is still no evidence of a shared underlying bug/change." + "reason": "Both are spam placeholders, but there is no concrete bug/report content to confirm they refer to the same underlying item." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Reject: unrelated generic titles with no concrete code-path or feature overlap." + "reason": "Generic spam title does not match the specific quoted-title issue; no duplicate evidence." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Reject: no evidence these refer to the same underlying problem; titles are unrelated and non-specific." + "reason": "No shared concrete subject matter; one is spam and the other is a specific named request." } ] }, @@ -16503,8 +16662,8 @@ "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": [ @@ -16514,7 +16673,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "766041f4c9c1d684862739cf038a4e61f937523ed8cb6585c70791ba659f8aa5", + "prepared_review_unit_hash": "3c4798d7727c87b8e4143b186b794487ba48479339c4d39e280acbbb4364011d", "component_budget": { "node_count": 2, "item_count": 2, @@ -16536,27 +16695,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues have identical titles and were opened a few hours apart, with no other evidence pointing to different fixes, so they are likely duplicate reports of the same proposal.", - "confidence": 0.87, - "canonical_issue_reason": "#45145 is the earlier issue and, given the identical title and close timing, is the best canonical representative for this likely duplicate pair.", + "summary": "These two closed issues appear to be duplicates of the same proposal: identical titles and near-identical bodies about \"N6 Arithmetic\" energy reduction techniques. Issue 45145 is the better canonical due to being created earlier and already having an inbound reference.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 45145 was opened first and has the only inbound reference, so it is the best anchor for this duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best global issue choice because it is the earliest matching report and there is no evidence here that it differs materially from #45151.", + "best_issue_reason": "Issue 45145 is the strongest representative of the cluster because it is earliest and already referenced; the content is effectively the same as 45151.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Identical titles and close creation times make these likely duplicates; the packet provides no distinguishing targets, filenames, or other evidence of separate underlying requests." + "reason": "Same title and essentially the same body describing the same energy-reduction techniques proposal, so these are the same underlying issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate judgment is plausible from the identical titles and close timing, but the writeup overstates what the packet shows. We do not have issue body content here, so claims like \u201cvery similar content\u201d and \u201csame energy-reduction techniques\u201d are not directly grounded. Also, the soft-edge acceptance is based only on soft similarity, so it should be phrased more conservatively (e.g., \u2018likely duplicate\u2019 rather than asserted duplicate)." + "accept": true, + "feedback": "Grounded in the packet: the issues share an identical title, have very similar body sizes, and the soft-similarity signal supports a duplicate-like relationship. Canonicalizing to 45145 is also justified by earlier creation time and the inbound reference count. The verdict is conservative enough here." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -16623,8 +16782,8 @@ "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": [ @@ -16634,40 +16793,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "816d34e89dda46d9d47545d289e23c2b730cfd8de38526a3c5c4e6c4934370e0", + "prepared_review_unit_hash": "35c023c0c94b71bccda97c11a0cb6d38550dad99138eccf4b0bb018085c97d9a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1669, - "estimated_input_tokens": 418, - "estimated_eval_tokens": 1092 + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1669, - "estimated_input_tokens": 418, - "estimated_eval_tokens": 1092 + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues describe different 4-bit inference failures: one is a Gemma4/audio-module uint8 `torch.finfo()` TypeError, the other is a BitsAndBytesConfig `llm_int8_skip_modules` regression that drops the default `lm_head` exclusion. They are not duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "Issue #45674 is the better cluster representative because it describes a clearer configuration-level regression with a broader, directly actionable failure mode. However, it is still not a duplicate of #45672.", + "summary": "These are not duplicates: one is a Gemma4/audio-module NF4 inference failure caused by `torch.finfo()` on `uint8` weights, while the other is a `BitsAndBytesConfig` regression where `llm_int8_skip_modules` removes the default `lm_head` exclusion and triggers an `AssertionError`. Same broad 4-bit inference area, but different bugs and code paths.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the reports describe different root causes and would not be collapsed into one duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45674 is the strongest standalone issue: it names the implicated API, the regression mechanism, and the concrete 4-bit assertion failure. Issue #45672 is more model/module-specific and a different code path.", + "best_issue_reason": "No single best issue for deduplication; neither report subsumes the other, though 45674 is the broader config regression and 45672 is the model-specific inference bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different underlying bugs: #45672 is a Gemma4 audio-module `torch.finfo()` TypeError on uint8 weights, while #45674 is a BitsAndBytesConfig skip-module handling regression that causes an `lm_head` assertion failure in 4-bit inference." + "reason": "Different failure modes: `torch.finfo()` TypeError in Gemma4 audio NF4 inference vs `llm_int8_skip_modules` clearing the default `lm_head` exclusion and causing an AssertionError. Shared 4-bit context is not enough to treat them as the same bug." } ] }, @@ -16686,8 +16845,8 @@ "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": [ @@ -16697,7 +16856,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "8331bd79e471982de79dbbc14abea0b77074bea514511409c850486373119aba", + "prepared_review_unit_hash": "41ce6ad0e05f344cd3f04a004a2d96190c0dc5b19a0cb1d3acc56ce42a426bd8", "component_budget": { "node_count": 2, "item_count": 2, @@ -16719,8 +16878,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues with unrelated personal-name titles and no shared code, topic, or references. They do not look like duplicates or the same underlying bug/change.", - "confidence": 0.99, + "summary": "These are two closed issues with unrelated title strings (different personal names and dates) and no body, links, or code evidence. They do not look like the same underlying bug or change; this appears more like unrelated/spam entries than a duplicate cluster.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -16730,7 +16889,7 @@ "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different named-person entries with different dates and no body, links, filenames, or discussion indicating a shared bug or request; not the same underlying issue." + "reason": "Different named entities and different dates; no shared description, references, or code context, so they do not appear to report the same issue." } ] }, @@ -16749,8 +16908,8 @@ "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": [ @@ -16760,40 +16919,40 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "49ae5bf6a823130be1bb14ff250f26fced641be5993b80d2a08c6dd0d03a8714", + "prepared_review_unit_hash": "941f7083b4e316591282f3a17f97e215a9921db0b9d1cb0263ac98f93708a57f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated empty placeholders with different personal-name titles and dates; they do not describe the same bug, feature, or report.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: both entries are contentless and appear to be unrelated name/date placeholders rather than a real issue cluster.", + "summary": "The two closed issues appear unrelated: they are separate personal-name/date titles with no body, links, or shared evidence beyond weak similarity. I would not treat them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical candidate; if forced, the older issue could be used as a placeholder, but there is no substantive issue to prefer.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different named entities and different dates; no shared problem statement or duplicate evidence beyond superficial title similarity." + "reason": "Different names and dates with no issue body, references, or shared targets/files; no evidence they describe the same underlying bug or request." } ] }, @@ -16812,8 +16971,8 @@ "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": [ @@ -16833,92 +16992,92 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "a0aa7e5b969a89c22a5c3f2a2f8e6673592c5d62806b39d0f4d4b1e222238bfb", + "prepared_review_unit_hash": "fa7c607bc0000b1b60214c7dead9dc27a75faf62503a09b2bab7add21c525ef3", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is not a single duplicate set: it contains two exact duplicate pairs (45870/45871 and 45872/45873) plus an unrelated dataset-promo issue (45869).", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The cluster looks like two strong near-duplicate issue pairs (45870/45871 and 45872/45873) plus a loosely related financial dataset listing (45869). The evidence supports soft similarity, but not confirmed exact duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "45872 is the best single anchor among the similar subgroup because it is the most concrete request and sits in the strongest soft-similarity pair; however, the cluster is mixed, so no issue cleanly represents all items.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "45872 is the best overall representative for triage: it is the most substantive of the similar issues and is tightly paired with 45873, while 45869 remains only loosely related and the example issues are narrower.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different artifact type and topic: a dataset bundle promo versus a financial time-series example." + "reason": "Same broad financial-data theme, but a dataset listing and an example request are not enough to treat as the same issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different artifact type and topic: a dataset bundle promo versus a financial time-series example." + "reason": "Loosely related by topic, but the dataset bundle and example topic appear to be different requests." }, { "left": "issue:45870", "right": "issue:45871", - "accept": true, - "reason": "Same title and apparent same example request; these look like exact duplicates of the same issue." + "accept": false, + "reason": "Very strong textual match, but the packet only provides soft similarity and not enough certainty to call it a confirmed duplicate." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both are finance/DataForge examples, but they describe different requests: prediction example versus scraping-service integration." + "reason": "Shared DataForge/financial wording, but the example request and scraping-service request are different concrete topics." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Both are finance/DataForge examples, but they describe different requests: prediction example versus scraping-service integration." + "reason": "Broadly related by domain, but not the same underlying request as the scraping-service issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Both are finance/DataForge examples, but they describe different requests: prediction example versus scraping-service integration." + "reason": "The left is the example topic; the right is a different scraping-service request, so they should not be merged as duplicates." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Both are finance/DataForge examples, but they describe different requests: prediction example versus scraping-service integration." + "reason": "Same broad domain, but the example issue and the scraping-service issue are distinct enough to stay separate." }, { "left": "issue:45872", "right": "issue:45873", - "accept": true, - "reason": "Same title and apparent same example/request; these look like exact duplicates of the same issue." + "accept": false, + "reason": "Very strong textual match, but the evidence still stops at soft similarity, so this is best treated as a probable near-duplicate rather than a confirmed one." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded in the packet: 45870/45871 share an identical title, 45872/45873 share an identical title, and 45869 is clearly a different finance dataset promo issue. The soft-edge calls are conservative and do not overclaim beyond the titles/body-level evidence." + "accept": false, + "feedback": "The cluster summary is not conservative enough. The packet only supports strong soft similarity (including identical titles/body lengths and jaccard 1.0), but it does not establish exact duplicates with certainty, and the soft-pair entries are all marked deterministic_accept false. The analysis repeatedly upgrades that evidence to 'exact duplicate' and 'clear duplicates,' which overstates the packet. The 45869 relationship also should remain phrased as loosely related rather than definitively unrelated." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -16980,190 +17139,202 @@ "pull_request:46065|pull_request:46067", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "22fd71a52f35e636d431609b0e0ffb3963f7f5acad30e8872b1677f98a8e02d1", + "prepared_review_unit_hash": "6e12f8708167c064a4b060ae1007f348b1ef300b1df366f92c50a9892b038246", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 27, - "serialized_chars": 42115, - "estimated_input_tokens": 10529, - "estimated_eval_tokens": 21314 + "serialized_chars": 42118, + "estimated_input_tokens": 10530, + "estimated_eval_tokens": 21316 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 27, - "serialized_chars": 42115, - "estimated_input_tokens": 10529, - "estimated_eval_tokens": 21314 + "serialized_chars": 42118, + "estimated_input_tokens": 10530, + "estimated_eval_tokens": 21316 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs; the only genuine duplicate-like pair is the two `fixed_cross_entropy` patches. Everything else touches different models, utilities, or docs/tests and should stay separate.", - "confidence": 0.96, + "summary": "This cluster is mostly unrelated PRs that share only broad Transformer subsystem similarity. The only true duplicate-looking pair is the two loss-utils fixes (43251 and 43254), which both extend fixed_cross_entropy to pass supported nn.functional.cross_entropy kwargs. All other soft links are different model additions, test-only changes, or unrelated utility fixes and should stay separate.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the clearest anchor for the `fixed_cross_entropy` bug: it directly addresses the kwargs passthrough issue, is explicitly tied to issue 43240, and covers the same code path as 43254 with a broader, cleaner fix.", + "canonical_pr_reason": "PR 43251 is the best canonical representative for the only real duplicate pair: it directly targets issue 43240 and implements the missing cross_entropy kwargs support in fixed_cross_entropy; 43254 is an alternate formulation of the same fix.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best representative of the actual duplicate cluster because it fixes the concrete loss-function bug directly and is the more complete version of the same change as 43254.", + "best_pr_reason": "PR 43251 is the strongest global representative because it has the explicit issue link, addresses the same concrete loss-path bug as 43254, and is the clearest merge candidate for the duplicate pair.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Different features: VideoPrism docs/model addition vs ExecuTorch dynamic-shape export test." + "reason": "Unrelated changes: VideoPrism model addition/docs vs Executorch dynamic-shape export test. Different code paths and purposes." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer API cleanup vs adding MobileLLM; unrelated code paths." + "reason": "Mistral tokenizer methods vs adding MobileLLM model support. No shared bug or mergeable change." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Missing tokenizer methods vs ExecuTorch export testing; no shared bug." + "reason": "Tokenizer API additions are unrelated to an Executorch export test." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor/pretrained robustness changes vs new MobileLLM model support." + "reason": "Processor auto-registration/robustness changes are unrelated to MobileLLM model implementation." }, { "left": "pull_request:43251", "right": "pull_request:46067", "accept": false, - "reason": "Cross-entropy kwargs fix vs base_model_prefix conversion loading fix; unrelated." + "reason": "Loss function kwargs support is unrelated to conversion/base_model_prefix loading fixes." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs bug vs MobileLLM model addition." + "reason": "Loss utility fix vs new MobileLLM model code; different functionality and code paths." }, { "left": "pull_request:43251", "right": "pull_request:46065", "accept": false, - "reason": "Loss-function kwargs bug vs device-property test-utils fix; different subsystems." + "reason": "Both are utility fixes, but they address different functions and bugs: cross_entropy kwargs vs device-property detection." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Cross-entropy loss fix vs Mistral4 test/model changes; not the same concrete bug." + "reason": "Loss helper kwargs support is unrelated to Mistral4 test/model refactoring." }, { "left": "pull_request:43424", "right": "pull_request:46065", "accept": false, - "reason": "ExecuTorch dynamic-shape test vs device capability detection fix." + "reason": "Executorch dynamic-shape test vs test-device-properties fix; different concerns and no shared underlying bug." }, { "left": "pull_request:43424", "right": "pull_request:46067", "accept": false, - "reason": "Export test vs conversion-loading prefix fix." + "reason": "Export tests are unrelated to conversion/loading prefix handling." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch exportability test vs Mistral4 test/model fixes." + "reason": "Executorch export test and Mistral4 test fixes are different test areas and code paths." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export test vs MobileLLM model addition." + "reason": "Executorch test vs MobileLLM model addition; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model support vs config-resolution fix; unrelated." + "reason": "New MobileLLM model support is unrelated to config-resolution ordering in modeling_utils." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition vs Falcon output-collection refactor." + "reason": "MobileLLM model addition is unrelated to Falcon output-interface refactoring." }, { "left": "pull_request:43823", "right": "pull_request:46067", "accept": false, - "reason": "MobileLLM model addition vs conversion prefix-loading fix." + "reason": "New model implementation is unrelated to loading/conversion prefix fixes." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor vs Mistral4 test fix; different model families." + "reason": "Falcon output-collection refactor is unrelated to Mistral4 test fixes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactor vs model-creation skill; not a code fix duplicate." + "reason": "Falcon refactor and model-creation skill are entirely different areas." }, { "left": "pull_request:44827", "right": "pull_request:46065", "accept": false, - "reason": "Mistral4 test/model work vs test-utils device detection; no shared code path." + "reason": "Mistral4 test/model work is not the same concrete bug as the testing_utils device-property fix, despite superficial similarity." }, { "left": "pull_request:44827", "right": "pull_request:46067", "accept": false, - "reason": "Mistral4 test/model work vs conversion-loading fix; unrelated." + "reason": "Mistral4 test fixes do not match base_model_prefix conversion-loading changes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model changes vs layrnorm/layernorm typo fix." + "reason": "Mistral4 test/model changes are unrelated to the layrnorm->layernorm conversion/model typo fix." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test/model fixes vs TDT loss kernel integration; different areas." + "reason": "Mistral4 test fixes are unrelated to adding a TDT loss kernel." + }, + { + "left": "pull_request:45170", + "right": "pull_request:46065", + "accept": false, + "reason": "The layernorm typo/conversion fix is unrelated to device-property detection in test utils." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Model/test changes vs a model-creation skill draft; unrelated." + "reason": "Mistral4 test/model changes are unrelated to the model-creation skill PR." }, { - "left": "pull_request:45170", - "right": "pull_request:46065", + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model support is unrelated to the skill-documentation/model-creation workflow." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", "accept": false, - "reason": "Typo/conversion mapping fix vs device-property test-utils fix." + "reason": "Mistral4 changes are unrelated to the config-class resolution-order fix." }, { "left": "pull_request:46065", "right": "pull_request:46067", "accept": false, - "reason": "Test-utils device detection fix vs conversion-loading prefix fix; unrelated." + "reason": "One fixes testing_utils device detection; the other fixes conversion loading scope/base_model_prefix handling. Different bugs and code paths." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same underlying `fixed_cross_entropy` kwargs bug; both modify `loss_utils.py` to pass supported `cross_entropy` arguments and could be merged into one PR." + "reason": "Same underlying bug in fixed_cross_entropy: both add support for passing supported cross_entropy kwargs, especially weight and label_smoothing, in src/transformers/loss/loss_utils.py; they are mergeable into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The judgments are conservative and grounded in the packet. The only clearly mergeable duplicate-like pair is 43251/43254, since both patch `fixed_cross_entropy` in `loss_utils.py` for the same issue target. The other pair rejections are reasonable: they concern different subsystems, models, or unrelated test/util changes, and the one deterministic-accept soft pair (44827/46065) is still not the same bugfix." + "feedback": "Grounded overall. The only pair supported by explicit shared issue-target evidence is 43251/43254, and the summary stays conservative about the rest as unrelated soft similarities. No mergeability concerns for the accepted duplicate pair." }, "evaluator_used": true, "retried": false, @@ -17190,7 +17361,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "1e9f454fb4cd8ae573f262e57d55b1413787934c75a2f19543071638c024c909", + "prepared_review_unit_hash": "831e8044140f61ee935914be8d23c3fcb6a8ba4519de869b953cc7e4720012cc", "component_budget": { "node_count": 2, "item_count": 2, @@ -17212,18 +17383,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related VibeVoice PRs, but they are not duplicates: #40546 is the base VibeVoice implementation, while #42781 is a broader realtime follow-up that also adds the acoustic tokenizer and generation changes. They share files because the second PR builds on the same model family, not because they fix the same concrete change.", - "confidence": 0.92, + "summary": "Both PRs are about the VibeVoice family, but they are not the same change: #40546 adds the base VibeVoice model, while #42781 adds a realtime variant plus an acoustic tokenizer and related generation/processing updates. They share many filenames because #42781 builds on the same subsystem, but the underlying work differs.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the cleaner canonical PR: it is the earlier, foundational VibeVoice implementation and is narrower than the later realtime extension.", + "canonical_pr_reason": "PR #40546 is the better canonical PR for the base VibeVoice implementation: it is the broader, more complete initial model integration and appears to be the original landing point for the family.", "best_issue_reason": null, - "best_pr_reason": "#40546 is the best representative of the cluster because it captures the primary VibeVoice model bring-up without the extra realtime/tokenizer scope in #42781.", + "best_pr_reason": "PR #40546 is the strongest representative of the cluster because it implements the core VibeVoice model and associated auto/processor/docs plumbing, whereas #42781 is a narrower follow-on for realtime support.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Shared VibeVoice files alone are not enough here: #42781 adds realtime support plus an acoustic tokenizer and generation updates, so it is a follow-up feature set rather than the same concrete code-path fix as #40546." + "reason": "Shared VibeVoice files alone are not enough: #40546 implements the main model, while #42781 adds realtime-specific behavior and an acoustic tokenizer. They are related, but not the same concrete bug/change and would not plausibly merge as one PR." } ] }, @@ -17253,12 +17424,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "962c0f79d9db72e902f201f9ff97197e20fb92ea3e4e54c01d05c28933ac2be6", + "prepared_review_unit_hash": "bb242e6e00ec95b82ea9974c7350aa662c136979ac99b2e173e01f3dce9798d7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -17266,7 +17437,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -17275,18 +17446,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated feature PRs: one adds TimesFM covariate forecasting support, the other adds DINOv3 image-classification support. They do not share the same underlying bug or change and should not be clustered as duplicates.", - "confidence": 0.99, + "summary": "The cluster contains two unrelated pull requests: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not fix the same bug or implement the same change, so this is not a duplicate cluster.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single PR is a good cluster representative because the items are about different models and different features.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models, different codepaths, and different user-facing features; this is not the same underlying change and would not be mergeable into one PR." + "reason": "Different code paths and model families (TimesFM forecasting vs DINOv3 image classification); no shared underlying change, and they are not mergeable as one PR." } ] }, @@ -17381,7 +17552,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "2b01ad3d2f436eff3be646abab47b8ac04123b72fd1af742598771ff89407bb0", + "prepared_review_unit_hash": "3714f3e0929b23bcfb860cf23a6be8332f436251b936bf5b098c2167a617df68", "component_budget": { "node_count": 3, "item_count": 3, @@ -17403,24 +17574,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6) that share Transformers integration scaffolding but target different models and codepaths; they are not duplicates.", - "confidence": 0.97, + "summary": "These PRs are unrelated model-addition changes for DeepSeek OCR, Isaac, and Kimi2-6. They share broad Transformers registration/docs scaffolding, but not the same underlying feature or code-path fix.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45630 is the strongest single representative of the cluster only because it is the broadest/newest model-addition change, but it is not a duplicate of the others.", + "canonical_pr_reason": "No canonical PR: each patch adds a different model family with distinct configs, processors, model code, and tests.", "best_issue_reason": null, - "best_pr_reason": "PR 45630 is the best representative artifact overall: it has the most complete model integration footprint and cleanly reflects one concrete new model addition.", + "best_pr_reason": "No single best duplicate PR: none of these PRs is a mergeable duplicate of the others; they are only loosely similar in being new model integrations.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different models and implementations: DeepSeek OCR vs Isaac. Shared auto-registration/docs scaffolding is expected, but the underlying model/codepath is not the same." + "reason": "Different model additions (DeepSeek OCR vs Isaac). Shared docs/auto-mapping files are boilerplate for model registration, not the same underlying change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model families and codepaths: Isaac vs Kimi2-6. They both add new model support, but not the same fix or change." + "reason": "Different model additions (Isaac vs Kimi2-6) with distinct code paths and model families; similarity is limited to generic integration scaffolding." } ] }, @@ -17450,7 +17621,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "9c062bd795abd5a03e5fbe76262a94dd71c3b0181fa3f4016ad6baadc9771899", + "prepared_review_unit_hash": "af10834a4e4e7f7b4f0acc8b62b52cdb576525a3262118910a55469cb4e4233b", "component_budget": { "node_count": 2, "item_count": 2, @@ -17472,18 +17643,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two broad workflow-maintenance PRs with overlapping files, but they address different action upgrades and different underlying concerns: Node 24 compatibility versus Docker build action version bumps.", - "confidence": 0.94, + "summary": "Two workflow-maintenance PRs overlap in files and both upgrade GitHub Actions, but they target different actions and different compatibility goals. They should not be deduplicated.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "42975 is the broader and more central workflow compatibility sweep: it updates multiple GitHub Actions families for Node 24 compatibility across many workflows, making it the best representative of the cluster theme.", + "canonical_pr_reason": "PR 42975 is the broader, more clearly cohesive change: it updates multiple GitHub Actions across workflows specifically for Node 24 compatibility.", "best_issue_reason": null, - "best_pr_reason": "42975 is the best representative because its scope is wider and its title matches the main maintenance theme, while 42976 is a narrower docker/build-push-action upgrade.", + "best_pr_reason": "PR 42975 is the better representative PR because its title and edits align around one concrete maintenance task, whereas PR 42976 is a separate set of action version bumps focused on different actions.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "They overlap on workflow maintenance, but 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 only bumps docker/build-push-action to v6. Different action families and different concrete fixes, so they should not be merged as duplicates." + "reason": "Both are workflow dependency upgrades, but they change different actions (core GitHub Actions vs docker/build-push-action) and do not fix the same underlying bug or change set. Shared files alone are not enough to merge them into one PR." } ] }, @@ -17505,15 +17676,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-42978-7", + "cluster_id": "cluster-42978-4", "nodes": [ "pull_request:42978", "pull_request:43448", "pull_request:43451", - "pull_request:43973", - "pull_request:44601", - "pull_request:45490", - "pull_request:45838" + "pull_request:45490" ], "soft_pairs": [ "pull_request:42978|pull_request:43448", @@ -17521,93 +17689,72 @@ "pull_request:42978|pull_request:45490", "pull_request:43448|pull_request:43451", "pull_request:43448|pull_request:45490", - "pull_request:43451|pull_request:45490", - "pull_request:43973|pull_request:45838", - "pull_request:44601|pull_request:45838", - "pull_request:45490|pull_request:45838" + "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "f6ca323f57cd3ddd062036c56d24b99900e49ec4e751e3bea65528879dab8f25", + "prepared_review_unit_hash": "cc621c54fbf0e313eeb9c196bb35ca3d755d70c7a9d70261a7804b5a0b2305a4", "component_budget": { - "node_count": 7, - "item_count": 7, - "soft_pair_count": 9, - "serialized_chars": 23523, - "estimated_input_tokens": 5881, - "estimated_eval_tokens": 12018 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14078, + "estimated_input_tokens": 3520, + "estimated_eval_tokens": 7296 }, "budget": { - "node_count": 7, - "item_count": 7, - "soft_pair_count": 9, - "serialized_chars": 23523, - "estimated_input_tokens": 5881, - "estimated_eval_tokens": 12018 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14078, + "estimated_input_tokens": 3520, + "estimated_eval_tokens": 7296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a mix of unrelated pull requests: several distinct model additions (ViT NEPA, Molmo, Molmo2, Lfm2Audio, CTSM, PP-OCRv6) plus a distributed pipeline-parallel runtime change. The overlaps are mostly incidental docs/auto-registry edits, not the same underlying fix or feature.", + "summary": "These are four separate model-addition PRs for different architectures (ViT NEPA, Molmo, Molmo2, CTSM). The overlap is mostly boilerplate around docs and auto-mapping registration, not the same underlying bug or change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items are not duplicates of one another; they target different models or a different runtime subsystem, so there is no single PR that represents the whole cluster.", + "canonical_pr_reason": "No canonical PR for duplication: each PR introduces a different model family and distinct codepaths, so none should serve as a duplicate anchor.", "best_issue_reason": null, - "best_pr_reason": "45838 is the closest thing to a representative PR only by breadth and activity, but it still covers a different model family than the others and should not be treated as a duplicate umbrella.", + "best_pr_reason": "If one PR must be chosen as the most representative of the cluster, #43451 (Molmo2) is the strongest candidate because it is the most expansive and well-developed of the set, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "ViT NEPA vs Molmo are different model additions; shared docs/auto files are incidental." + "reason": "ViT NEPA and Molmo are unrelated model additions; shared files are only generic docs/auto-registry scaffolding." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are separate model families with different codepaths." + "reason": "ViT NEPA and Molmo2 are different model families with different implementations and tests; similarity is just boilerplate registration/docs." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different models entirely; only generic docs/registry overlap." + "reason": "ViT NEPA and CTSM target different architectures and codepaths; overlap is limited to common model-onboarding files." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related names but still distinct model additions with separate implementations." + "reason": "Molmo and Molmo2 are related by name but the PRs add distinct models with different modules, processors, and tests, so they are not the same change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model additions; no shared underlying bug or change." + "reason": "Molmo and CTSM are unrelated model additions; shared files reflect framework integration boilerplate only." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are different model families and changes." - }, - { - "left": "pull_request:43973", - "right": "pull_request:45838", - "accept": false, - "reason": "Lfm2Audio is an audio model PR; PP-OCRv6 is a vision/OCR model PR." - }, - { - "left": "pull_request:44601", - "right": "pull_request:45838", - "accept": false, - "reason": "Pipeline-parallel runtime support is a framework feature, not the same change as PP-OCRv6 model support." - }, - { - "left": "pull_request:45490", - "right": "pull_request:45838", - "accept": false, - "reason": "CTSM and PP-OCRv6 are distinct model additions with different affected codepaths." + "reason": "Molmo2 and CTSM introduce different models and functionality; the common paths are generic registry/docs updates, not one mergeable fix." } ] }, @@ -17640,12 +17787,12 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "d72652a928b35c69500d9cc3dd1e026288eea429d53839259ccbf7c10c166659", + "prepared_review_unit_hash": "c0c5690caaa6215c84e791458e6b9983b89f5420498b2ed0cbfc36258ae1efc4", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7091, + "serialized_chars": 7092, "estimated_input_tokens": 1773, "estimated_eval_tokens": 3802 }, @@ -17653,7 +17800,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7091, + "serialized_chars": 7092, "estimated_input_tokens": 1773, "estimated_eval_tokens": 3802 }, @@ -17662,30 +17809,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No true duplicate PR cluster here: one PR is a focused Whisper tokenizer/test fix, one is clearly a bogus test-only placeholder, and one is a substantive FP8/dequantization change. The broad similarity signals are not enough to merge any pair.", + "summary": "These are three unrelated open PRs: a Whisper tokenizer/test fix, a placeholder-looking CLIP/ViT test PR, and a broader FP8 dequant fix. The shared similarity is superficial and not enough to treat any pair as the same underlying change.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the most substantive and self-contained real change in the set, with concrete code-path fixes across model loading and FP8 quantization; the others are either unrelated or obviously not production fixes.", + "canonical_pr_reason": "pull_request:44815 is the strongest standalone PR: it has a coherent dequantization fix across implementation files and tests, with a concrete technical target.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the best representative PR because it addresses a concrete functional dequantization issue with real implementation changes, whereas 43291 is narrow to Whisper and 43665 is clearly not a legitimate fix.", + "best_pr_reason": "pull_request:44815 is the best representative of the cluster because it is the most substantive and clearly scoped change; the other PRs are either narrow test fixes or appear to be placeholder test edits.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different subsystems and different kinds of changes: Whisper tokenizer/test fix versus CLIP/ViT test edits with no shared bug or code path." + "reason": "Different code paths and purposes: Whisper tokenizer decode logic vs. CLIP/ViT test edits. Shared 'fix' framing is not enough." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding/tests and FP8 dequant/model-loading logic are unrelated; they do not appear to fix the same underlying issue." + "reason": "Whisper decoding/tokenization changes are unrelated to FP8 dequant/model-loading logic; no shared underlying bug." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "43665 is just test assertions in CLIP/ViT, while 44815 is a concrete FP8/dequantization fix; no common bug or mergeable change set." + "reason": "The CLIP/ViT test-only edits do not match the FP8 dequant fix, and there is no concrete common failure mode." } ] }, @@ -17715,7 +17862,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "fc41922a590cc921f4acd4decb37b419cc8e33f3437d57fe2b747feae5ec5627", + "prepared_review_unit_hash": "fc744bc01f992ba805302448934d77014f403170ad9a1a091eb5ee71bcf0bd9d", "component_budget": { "node_count": 2, "item_count": 2, @@ -17737,18 +17884,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated open PRs that both mention the repo-bot test space, but they touch different code paths and are not mergeable as one change. The shared Vit test filename is too weak to treat them as duplicates.", - "confidence": 0.89, + "summary": "These are two unrelated open PRs that both use the same test file only incidentally. One is a small repo-bot/version/dependency tweak, the other is a broader CI/testing-utils workflow change. They should not be merged or treated as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR duplicate exists; if one representative is needed, #43532 is the broader, more self-contained repo-bot workflow/test change.", + "canonical_pr_reason": "PR #43532 is the better cluster representative because it has the broader, more substantial change set and touches the main CI/testing code paths, whereas #43488 is a narrower packaging/version check tweak.", "best_issue_reason": null, - "best_pr_reason": "#43532 is the better cluster representative because it centralizes the workflow/testing changes and has a more coherent scope than the setup.py/version tweak in #43488.", + "best_pr_reason": "PR #43532 is the strongest standalone PR in this cluster: it has clearer scope, more files, and a more coherent change set than the small synthetic repo-bot/version PR #43488.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "They are different PRs with different scopes: #43488 changes setup/version/dependencies, while #43532 rewires workflows and testing utilities. Shared test file usage is not enough to indicate the same underlying fix." + "reason": "Not the same underlying change. #43488 changes setup/version/dependency metadata and a vit test; #43532 changes CI workflow logic, testing utils, and notification paths. The shared test file is incidental, and the PRs fix different problems." } ] }, @@ -17778,12 +17925,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "fce71d686817fa8373839a7933a41ec770a48eca4ba619e92a0a622f49a1b22d", + "prepared_review_unit_hash": "42fdb02feefa316ee3ffb61165b1d8b8da1e91c489ea0e6b8d2367a6db702419", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -17791,7 +17938,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -17800,18 +17947,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct pipeline PRs: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They share doc/registry plumbing, but target different features and model paths, so they should not be deduplicated.", - "confidence": 0.92, + "summary": "These are two separate pull requests adding different pipeline features: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share some documentation and registration plumbing, but the underlying tasks, model integrations, and codepaths are distinct.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43613 is the better representative of the cluster because it is the broader and more complete pipeline addition, with wider model coverage and implementation detail.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the strongest standalone PR in this cluster for representing the promptable-segmentation work overall, but it is not the same change as 43612.", + "best_pr_reason": "PR 43613 is the better representative of the cluster because it is the broader, more integrated visual-segmentation addition, touching multiple model backends and the corresponding pipeline/tests/docs. However, it is still not a duplicate of PR 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "They share scaffolding and docs updates, but the underlying changes are different: concept segmentation vs visual segmentation. The code paths, supported models, and task semantics are not the same, so they should not be merged as duplicates." + "reason": "Reject: these add different pipelines for different problems (concept segmentation vs visual segmentation), with different target docs, pipeline modules, and model integrations. Shared registry/docs updates are too broad to treat as the same change." } ] }, @@ -17841,7 +17988,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "8762d4ef0f763a2c05d27c13c80495afe7cd169a640013ff7d83e351f81eb912", + "prepared_review_unit_hash": "d7dc6934cec86171502bdfb749f44775d64d20ccafb769dbe9f3b609b54d135d", "component_budget": { "node_count": 2, "item_count": 2, @@ -17863,18 +18010,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests modify `src/transformers/trainer.py`, but they address different trainer extension points: one changes gradient-accumulation loss scaling, the other adds a hook for signature column filtering. They are related in subsystem, not duplicate in intent or code path.", - "confidence": 0.98, + "summary": "Two separate trainer extensibility PRs landed in the same file, but they address different code paths: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering for custom trainers/PEFT. They are related in theme, not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: PR 43651 introduces `_loss_is_scaled_for_ga` for loss scaling, while PR 43663 adds `_get_signature_columns` for column filtering; these are separate features.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single best PR for duplicate triage, since the two PRs solve different problems and should remain separate.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Same file and similar trainer customization theme, but the changes target different code paths and behaviors: gradient accumulation loss scaling vs. dataset column filtering. Not the same underlying bug/change." + "reason": "Both touch `trainer.py` and add overridable helpers, but they fix different behaviors: loss scaling during training vs. dataloader column filtering. They are not the same underlying bug/change and would not plausibly be merged as one PR." } ] }, @@ -17904,7 +18051,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "801e1abaaf07331a905b527a84915b7f762139223766b9d19e0f35c0e17c8703", + "prepared_review_unit_hash": "5d0b1899ad32ec7b8237f25c73b26bb3404c0d637a1c941e148db013da9db616", "component_budget": { "node_count": 2, "item_count": 2, @@ -17926,18 +18073,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter, but they appear to address different concrete failure modes rather than the same exact bug.", - "confidence": 0.86, + "summary": "Both PRs touch `src/transformers/cli/serve.py` and aim at annotation-related `TypeAdapter` problems, but they fix different concrete issues with different mechanisms. PR #43842 is the narrower fix for `TypeAdapter` not being available at runtime when pydantic is absent; PR #43656 is a broader typing cleanup using `from __future__ import annotations` and other annotation rewrites.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the more precise fix: it directly prevents the TypeAdapter NameError when pydantic is absent by moving the import under TYPE_CHECKING and quoting the annotation.", + "canonical_pr_reason": "PR #43842 is the better canonical PR: it directly addresses the optional-pydantic `TypeAdapter` NameError with a minimal change and an explicit issue target, whereas #43656 is broader and changes unrelated annotations too.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative of the cluster because it targets the specific runtime failure most explicitly and with the narrowest change.", + "best_pr_reason": "PR #43842 is the best overall fit because it is the most targeted fix for the concrete runtime failure described in its title and diff.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Both are in src/transformers/cli/serve.py and involve TypeAdapter typing, but 43656 looks like a broader annotations cleanup/future-annotations change while 43842 specifically fixes the pydantic-not-installed NameError. They are related but not clearly the same concrete code-path bug." + "reason": "Related in the same file and both about type-annotation runtime behavior, but they are not the same underlying change: #43656 adds future annotations and rewrites typing, while #43842 specifically makes `TypeAdapter` safe when pydantic is not installed." } ] }, @@ -18074,8 +18221,8 @@ "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:44071|pull_request:44722", "pull_request:44018|pull_request:44116", "pull_request:44018|pull_request:44086", @@ -18130,12 +18277,12 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "3b43141ae6d63a2d9dba6ca041e671e53bba7302ff29a8c2c61c3d7b8fae0cf7", + "prepared_review_unit_hash": "01820994d5f5c0dee9a06f6fbf6027a45b4d2a61124f27d68c84282e29d493b9", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84508, + "serialized_chars": 84505, "estimated_input_tokens": 21127, "estimated_eval_tokens": 42510 }, @@ -18143,7 +18290,7 @@ "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76940, + "serialized_chars": 76939, "estimated_input_tokens": 19235, "estimated_eval_tokens": 38726 }, @@ -18152,234 +18299,258 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly independent model-by-model output-tracing refactors under #43979. I only treat the GPT-J/CodeGen subgroup as a tight duplicate-like family; the GPT-Neo overlap is similar but not accepted as a duplicate, and the rest are just same-theme changes across different model code paths.", - "confidence": 0.84, - "canonical_issue_reason": "#43979 is the umbrella tracker referenced throughout the cluster and best captures the shared output-tracing migration theme.", - "canonical_pr_reason": "#44722 is the strongest PR anchor because it is the most central GPT-J/CodeGen instance, explicitly tied to #43979 and overlapping the tightest same-code-path subgroup.", - "best_issue_reason": "#43979 is the best global issue anchor because it is the common tracker for this refactor family.", - "best_pr_reason": "#44722 is the best global PR representative because it is the most complete and central GPT-J/CodeGen output-tracing refactor in the cluster.", + "summary": "This cluster is mostly a set of separate model-specific refactors for standardized output tracing, not one single duplicate PR set. The only clear near-duplicates are within the same model family: GPT-Neo (44018/44068) and GPT-J/CodeGen (44066/44085/44722).", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best representative of the cluster\u2019s strongest duplicate family: it is the broadest and most complete GPT-J/CodeGen output-tracing refactor, with the same underlying decorator-based output-capture change and explicit issue linkage.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the most suitable global representative because it most fully implements the standardized output-tracing change in one coherent code path and subsumes the smaller GPT-J variants.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths; same tracking issue/theme is not enough to merge." + "reason": "Different model families and different code paths; only share the broad output-tracing theme." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet output tracing vs DeBERTa output tracing are separate model-specific changes." + "reason": "Different architectures and files; same meta-refactor category, not the same bug/change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor family, with the same underlying modeling_gptj.py code path." + "reason": "Both target the same GPT-J output-tracing rewrite in modeling_gptj.py; 44066 is a broader variant of the same concrete change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet/RegNet-style tracing refactor vs EfficientNet refactor; same pattern but different code paths." + "reason": "RegNet/ResNet-family versus EfficientNet; same refactor style, but not the same concrete change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated model implementations." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen refactor is not the same concrete code-path change as EfficientNet." + "reason": "GPT-J/CodeGen versus EfficientNet; no shared concrete change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are separate model implementations; only the migration theme overlaps." + "reason": "MobileNetV2 and DeBERTaV2 are unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR target different model code paths." + "reason": "GPT-J/CodeGen versus MGP-STR; only the refactor pattern matches." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate decoder model refactors." + "reason": "GPT-J/CodeGen versus MPT; different models and code paths." }, { "left": "pull_request:44018", "right": "pull_request:44068", - "accept": false, - "reason": "Very similar GPT-Neo refactors, but I am not treating them as the same underlying change given the packet signal." + "accept": true, + "reason": "Same GPT-Neo file and same output-tracing refactor; 44068 looks like a later revision of the same change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo are different model families and not one mergeable code-path fix." + "reason": "GPT-J/CodeGen versus GPT-Neo; same theme, different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are distinct implementations despite the shared output-tracing theme." + "reason": "Different model families; not the same change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated model-specific refactors." + "reason": "ResNet versus GPT-J/CodeGen; unrelated concrete changes." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are separate model code paths." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are different model-specific refactors." + "reason": "ResNet and GPT-J are unrelated models." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated model implementations." + "reason": "GPT-Neo versus ResNet; only the refactor theme overlaps." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT output tracing are distinct concrete changes." + "reason": "ResNet and MPT are different model implementations." }, { "left": "pull_request:44068", - "right": "pull_request:44116", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and Flaubert are different model families." + "reason": "GPT-Neo versus GPT-J/CodeGen; same initiative, different code paths." }, { "left": "pull_request:44068", - "right": "pull_request:44722", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are related only by migration theme, not the same code path." + "reason": "GPT-Neo and Flaubert/XLM are unrelated model families." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are separate decoder implementations." + "reason": "MPT and GPT-J/CodeGen are different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert is only the same broad refactor theme, not a duplicate change." + "reason": "GPT-Neo versus Flaubert/XLM; not the same bug/change." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR target unrelated model code paths." + "reason": "GPT-Neo and MGP-STR are unrelated implementations." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are different model families." + "reason": "GPT-Neo versus GPT-J; same refactor family but different concrete code path." }, { "left": "pull_request:44068", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR are separate model-specific output-tracing changes." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44086", + "right": "pull_request:44071", "accept": false, - "reason": "MPT and MGP-STR are unrelated implementations." + "reason": "GPT-Neo versus MPT; no shared concrete change." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are different concrete model changes." + "reason": "GPT2 and MGP-STR are unrelated models." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen refactor is not the same code path as MGP-STR." + "reason": "GPT-J versus MGP-STR; only the output-tracing pattern overlaps." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model families; only the refactor theme matches." + "reason": "ViLT and Flaubert/XLM are different model families." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are separate model-specific tracing changes." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44722", - "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are unrelated code paths." + "reason": "GPT2 versus GPT-J/CodeGen; different code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44068", + "right": "pull_request:44086", "accept": false, - "reason": "SegFormer and LongT5 are different model implementations." + "reason": "GPT-Neo versus MGP-STR; unrelated implementations." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are separate concrete refactors." + "reason": "MPT and ImageGPT are unrelated concrete changes." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated model-specific changes." + "reason": "TextNet and Flaubert/XLM are different model code paths." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are different model code paths." + "reason": "MPNet and LongT5 are unrelated model families." }, { "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44017", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated models despite the shared output-tracing theme." + "reason": "RegNet and Segformer are different architectures; same refactor style only." }, { "left": "pull_request:43997", - "right": "pull_request:44074", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet versus MPNet; no same underlying change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are different model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBert are unrelated concrete changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer and GPT-J/CodeGen are different models." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and TextNet are separate model-specific refactors." + "reason": "Segformer and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer and VisualBert are different model families." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are unrelated code paths." + "reason": "RegNet and LongT5 are unrelated concrete changes." }, { "left": "pull_request:44074", @@ -18388,103 +18559,103 @@ "reason": "TextNet and LongT5 are different model implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert and MPT are separate model-specific changes." + "reason": "RegNet and GPT-Neo are unrelated code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "SqueezeBert and VisualBert are different code paths." + "reason": "RegNet and TextNet are different models." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "SegFormer and VisualBert are unrelated model refactors." + "reason": "SqueezeBERT and GPT-Neo are unrelated implementations." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:43996", + "right": "pull_request:44161", "accept": false, - "reason": "VisualBert and Flaubert/XLM are different model families." + "reason": "CVT/FNet and LongT5 are unrelated concrete changes." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "GPT2 and MPT are separate decoder implementations." + "reason": "CVT/FNet versus Segformer; same initiative, different code paths." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa are unrelated model-specific refactors." + "reason": "SqueezeBERT and DeBERTaV2 are unrelated models." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are different model code paths." + "reason": "DeBERTaV2 and TextNet are different code paths." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor family, with overlapping files and change intent." + "reason": "Same GPT-J/CodeGen output-tracing refactor set; 44722 is a broader version of the same concrete change." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J/CodeGen output-tracing changes for the same underlying refactor." + "reason": "Both cover the same GPT-J output-tracing rewrite in modeling_gptj.py; 44722 subsumes the earlier GPT-J-only variant." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J/CodeGen and SpeechT5 are separate model implementations." + "reason": "GPT-J and SpeechT5 are unrelated code paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and ResNet/RegNet are different model-specific output-tracing changes." + "reason": "Different model families and different concrete changes." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet refactor is unrelated to SpeechT5's code path." + "reason": "CVT/FNet and SpeechT5 are unrelated implementations." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are different model families." + "reason": "DeBERTaV2 and SpeechT5 are different code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and VITS are unrelated model-specific refactors." + "reason": "DeBERTaV2 and VITS are unrelated model families." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different concrete model changes, even though both standardize outputs." + "reason": "FocalNet and ImageGPT are different concrete changes." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Rejecting because one soft-edge verdict overstates the packet: you marked pull_request:44018 \u2194 pull_request:44068 as accept=True, but the packet\u2019s pair data has deterministic_accept=false for that pair. The summary also overstates the GPT-Neo subgroup as a clear duplicate-like overlap; the packet only supports conservative similarity there, not a mergeable single-PR conclusion. The rest of the verdicts are mostly conservative, and #43979 / #44722 are plausible anchors, but this inconsistency is enough to reject." + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The representative PR choice (44722) is supported by the shared GPT-J/CodeGen file overlap and broader scope, and the accepted soft-edge pairs look mergeable as same-family, same-refactor variants. I don\u2019t see overstatement beyond the evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -18516,12 +18687,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "f0747fdf3394a6edbd5b9e3b626b712f0937d61cdd406aa145ff13f74542bd49", + "prepared_review_unit_hash": "c9bc2c8f0c9eecdb39e67a6ee63231ce68dd17e66bcf402e9b7bc57278641630", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84508, + "serialized_chars": 84505, "estimated_input_tokens": 21127, "estimated_eval_tokens": 42510 }, @@ -18529,7 +18700,7 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13068, + "serialized_chars": 13066, "estimated_input_tokens": 3267, "estimated_eval_tokens": 6790 }, @@ -18538,42 +18709,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all variations of the same broad maintenance effort: migrating model forwards to the standardized output-capturing/tracing helpers. However, they touch different model implementations and do not appear to fix the same concrete bug or be mergeable into a single PR.", - "confidence": 0.83, + "summary": "These are model-specific PRs all migrating to standardized output tracing/capture utilities. They are thematically similar, but they do not describe the same underlying bug or change and should not be deduplicated together.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "44129 is the strongest representative: it has an explicit issue target, a clear refactor to the standardized output capture path, and a more complete model-specific implementation than the others.", + "canonical_pr_reason": "44073 is a clean representative of the cluster\u2019s common pattern: a single-model refactor wiring standardized output capture into VisualBert.", "best_issue_reason": null, - "best_pr_reason": "44129 is the best standalone PR candidate because it is explicitly tied to an issue and is a concrete, self-contained example of the output-tracing migration pattern.", + "best_pr_reason": "44129 is the strongest standalone PR because it is focused, model-specific, and explicitly tied to issue 43979.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they apply to different models (VisualBert vs TextNet) and different code paths, so they are not the same underlying change." + "reason": "Both are output-tracing refactors, but they target different models and code paths (VisualBert vs TextNet). Similar pattern, not the same change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Same general migration theme, but MPNet and VisualBert are separate model implementations with different tracing hooks; this is not one concrete fix." + "reason": "MPNet and VisualBert are separate model implementations; these are parallel refactors, not one shared bug fix." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are parallel refactors for different models, not duplicate fixes to the same bug or code path." + "reason": "Different models and different forward/capture wiring. The overlap is only the migration style, not the underlying code-path issue." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model files; they share the refactor pattern but not the same underlying change." + "reason": "RegNet and SqueezeBert are unrelated model-specific changes. They both touch output handling, but not the same defect or mergeable fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both update output-capture behavior, but they target different architectures and implementation details, so they should not be merged as duplicates." + "reason": "SqueezeBert and SpeechT5 are different subsystems and the diffs reflect distinct refactors, so they should not be merged as duplicates." } ] }, @@ -18653,256 +18824,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "96a1bb66e27fef0a535e0d40bfd76185ef85911fcc8223da184c0e7788c61404", + "prepared_review_unit_hash": "31803759bc2075ed3e405364beb40fa1a3d615db36531a8755bd935b8c895b96", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40165, - "estimated_input_tokens": 10042, - "estimated_eval_tokens": 20340 + "serialized_chars": 40173, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40165, - "estimated_input_tokens": 10042, - "estimated_eval_tokens": 20340 + "serialized_chars": 40173, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of independent model-specific PRs that all follow the same high-level \u2018refactor output tracing\u2019 pattern, but they target different architectures and code paths. They do not look like duplicate fixes/changes to the same underlying bug or feature.", - "confidence": 0.95, + "summary": "This cluster is a loose thematic group of model-specific output-tracing refactors, not a set of duplicate fixes. The PRs touch different architectures and code paths, so none should be merged together as the same change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44025 is a good representative anchor for the cluster because it is a clear, model-family-specific output-tracing refactor spanning closely related Depth Anything models and shows the core pattern without being unusually broad or narrow.", + "canonical_pr_reason": "No single canonical PR: the set spans unrelated model implementations and separate refactors, so there is no one underlying change to anchor the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the best overall PR representative because it is explicit, self-contained, and exemplifies the shared refactor pattern while staying within one related model family.", + "best_pr_reason": "PR 44025 is the best representative seed because it is a substantive output-tracing refactor across two closely related Depth Anything files, but it is still model-specific rather than a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but different model families and distinct forward paths; not the same underlying change." + "reason": "Different model families and files (timm_backbone vs upernet); same refactor theme only, not the same underlying fix." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different architectures and code paths; only the tracing/refactor pattern is shared." + "reason": "Different architectures and code paths (timm_backbone vs vision_text_dual_encoder); not mergeable as one PR." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Separate model implementations with different output handling; not mergeable as one PR." + "reason": "Different model implementations (timm_backbone vs univnet); only a shared output-tracing pattern." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Both are output-tracing refactors, but they affect unrelated model families and concrete code paths." - }, - { - "left": "pull_request:43998", - "right": "pull_request:44004", - "accept": false, - "reason": "Different model code paths; shared naming pattern is too broad to treat as duplicate." + "reason": "Separate code paths across timm_backbone and falcon_mamba/mamba; not the same concrete bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated models and implementations; not the same bug or change." + "reason": "timm_backbone and rwkv are unrelated model code paths; too broad to treat as duplicate." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Both are refactors, but they touch different models and different forward/output logic." + "reason": "MobileNetV1 and UnivNet are unrelated implementations; similar refactor style only." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and code paths; no concrete overlap beyond output-tracing cleanup." + "reason": "Different models and files; no shared underlying defect." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Independent model-specific cleanup; not the same underlying code-path fix." + "reason": "MobileNetV1 vs Depth Anything are separate model-specific changes, not one fix." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different encoder/decoder stack and different implementation details; not duplicate PRs." + "reason": "MobileNetV1 and Vision Encoder-Decoder touch unrelated code paths." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Same broad refactor category, but distinct model code and behavior." + "reason": "MobileNetV1 and Speech Encoder-Decoder are different model families; not duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different multimodal models with separate forward implementations; too broad to merge as one PR." + "reason": "Vision-Text Dual Encoder and UnivNet do not share a concrete bug or change." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Similar refactor style, but not the same concrete code path or bug." + "reason": "Different model code paths (vision-text dual encoder vs upernet); only broad refactor similarity." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "These touch unrelated model families; shared output-tracing cleanup is insufficient for duplication." + "reason": "Different architectures and files; not the same underlying change." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different models and different tracing/capture changes; not a single fix." + "reason": "Vision-Text Dual Encoder and Depth Anything are unrelated; cannot be merged as one PR." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Both are refactor PRs, but they affect different architectures and outputs." + "reason": "UnivNet and UperNet are separate models with no shared code path." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different code paths and model families; not the same concrete change." + "reason": "UnivNet vs Mamba/Falcon Mamba are unrelated implementations." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "No shared underlying bug; only the general refactor theme matches." + "reason": "Different model families and fixes; same refactor theme is too broad." }, { "left": "pull_request:44002", - "right": "pull_request:44003", + "right": "pull_request:44029", "accept": false, - "reason": "Different models and implementation paths; not mergeable into one PR." + "reason": "UperNet and RWKV are unrelated code paths; not the same concrete bug/change." }, { "left": "pull_request:44002", - "right": "pull_request:44004", + "right": "pull_request:44003", "accept": false, - "reason": "Different architecture-specific refactors; no concrete duplicate change." + "reason": "UperNet vs Falcon Mamba/Mamba are distinct model-specific refactors." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Same broad output-tracing motif, but the PRs target different model stacks." + "reason": "Falcon Mamba/Mamba and SuperPoint are different subsystems and not mergeable together." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different code paths and behavior; not the same underlying fix." + "reason": "Mamba-related output-tracing refactor vs CodeGen cache/output refactor: different code paths and changes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated models; too generic to be a duplicate." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen touch different model classes and behaviors." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are separate fixes in different architectures." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-Text Dual Encoder and CodeGen are unrelated code paths." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model families: Depth Anything vs Vision Encoder-Decoder. Shared refactor pattern only." + "reason": "Depth Anything vs Vision Encoder-Decoder are unrelated model implementations." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different implementations and targets; no evidence they fix the same concrete issue." + "reason": "Depth Anything and Speech Encoder-Decoder are different code paths; only similar refactor wording." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Superficially similar refactor, but they operate on unrelated model code." + "reason": "Depth Anything and SuperPoint are unrelated model families." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and output mechanisms; not duplicate PRs." + "reason": "Depth Anything and RWKV are separate changes in different subsystems." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Separate model-specific refactors; not the same underlying change." + "reason": "Depth Anything and DPR do not share the same concrete fix." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "Different encoder-decoder wrappers with distinct code paths." + "reason": "Vision Encoder-Decoder and RWKV are unrelated model paths." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "Different models and outputs; too broad to merge together." + "reason": "Vision Encoder-Decoder and Speech Encoder-Decoder are distinct implementations; not one PR." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "Different architecture-specific cleanup, not a shared bug fix." + "reason": "Vision Encoder-Decoder and SuperPoint are separate model-specific refactors." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Distinct model implementations; same theme but not same change." + "reason": "Vision Encoder-Decoder and DPR are unrelated code paths." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and code paths; no concrete duplication." + "reason": "Speech Encoder-Decoder and SuperPoint are different model families and fixes." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Independent refactors in different models; not the same underlying issue." + "reason": "Speech Encoder-Decoder and RWKV are unrelated changes." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Shared tracing-refactor intent only; actual code paths differ." + "reason": "Speech Encoder-Decoder and DPR do not appear to fix the same underlying issue." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Different model implementations and outputs; not a single change." + "reason": "SuperPoint and RWKV are different subsystems with no shared concrete bug." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "No shared concrete bug or code path beyond the refactor category." + "reason": "SuperPoint and DPR are unrelated model implementations." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different models and implementations; not duplicate PRs." + "reason": "RWKV and DPR are separate model-specific changes, not a single duplicate fix." } ] }, @@ -18935,52 +19124,52 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "0b99ba59ceee59e481f6cb3369f26f14027da312e0f3ca29d24ff462f04c685f", + "prepared_review_unit_hash": "e330250c3f8ee8c5d92e192a946ac6dc6fcca17de29f5fb831b551f03d4510c9", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10913, - "estimated_input_tokens": 2729, - "estimated_eval_tokens": 5714 + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10913, - "estimated_input_tokens": 2729, - "estimated_eval_tokens": 5714 + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are separate model additions with only shared Transformers boilerplate, so there is no duplicate PR cluster here.", + "summary": "Three independent model-addition PRs for different models (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share framework plumbing and docs patterns, but not the same underlying change, so none should be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: PenguinVL, DeepSeek-OCR-2, and Voxtral TTS are distinct model integrations with different codepaths and purposes.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45075 is the most mature representative of the set (non-draft, higher review activity), but it is not a duplicate of the others.", + "best_pr_reason": "PR 45075 is the strongest standalone representative: it appears the most complete and mature, with model code, conversion tooling, image processing, processing, tests, and config/auto-registration updates for a single concrete model addition.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "PenguinVL is a vision-language model integration, while Voxtral TTS is a text-to-speech model. Shared auto/docs plumbing is generic boilerplate, not the same underlying change." + "reason": "Different model additions for unrelated products (PenguinVL vs Voxtral TTS). Overlapping auto-registration/docs files are generic integration work, not the same bug or change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "These add different models from different families (PenguinVL vs DeepSeek-OCR-2) and touch model-specific files; they do not fix or implement the same code-path." + "reason": "Different model implementations targeting different architectures and use cases. Shared repo plumbing is incidental; these could not plausibly be merged as one fix." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model implementations. The overlap is limited to common registration/docs files, which is not enough to treat them as duplicates." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are distinct model families with different code paths and assets. Similar file patterns do not indicate the same underlying change." } ] }, @@ -19010,12 +19199,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "4f32f665af913c776c7d01bcbbbec613c9cfa75554102c133a4c17e8cf32d3a1", + "prepared_review_unit_hash": "89333b7dfe7edd8ee587861bf9dbfd10581a50000e5eb28d65141efbe365704b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4406, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -19023,7 +19212,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4406, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -19032,18 +19221,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related in the broad theme of module/kernel fusion, but they target different layers: PR #44979 adds a new fusion API and tests, while PR #45363 wires `KernelConfig` into model loading for a specific n-to-1 fusion use case. They are not the same underlying change, so the soft edge should be rejected.", - "confidence": 0.89, + "summary": "Related but distinct fusion efforts: #44979 adds a generic Module Fusion API, while #45363 implements KernelConfig-driven n-to-1 kernel fusion and integration changes. They share the fusion theme but not the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "#44979 is the more foundational change: it introduces the core Module Fusion API and test coverage, while #45363 builds on that idea for a narrower kernel-fusion integration path.", + "canonical_pr_reason": "#45363 is the more concrete end-to-end implementation, touching integration points and usage examples; #44979 is a standalone API scaffold.", "best_issue_reason": null, - "best_pr_reason": "#44979 is the best representative PR for this cluster because it defines the reusable fusion abstraction rather than a downstream consumer example or integration.", + "best_pr_reason": "#45363 is the stronger representative because it delivers the actual kernel-config fusion path and end-user wiring, whereas #44979 is the generic module-fusion API.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Not a duplicate: #44979 adds the generic Module Fusion API, while #45363 implements a separate n-to-1 kernel-fusion integration via `KernelConfig` and related model-loading plumbing. They share a theme but not the same concrete code-path change." + "reason": "Different abstractions and code paths: #44979 defines a generic module-fusion API, while #45363 adds n-to-1 kernel fusion via KernelConfig plus integration plumbing. They are related but not the same fix and would not naturally merge into one PR." } ] }, @@ -19073,7 +19262,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "30ca43e90d53e9d3bfdc50c75524e4ee68a6f63945b32431599cf0ac20285622", + "prepared_review_unit_hash": "9886d36d9828ad1bb2dfe7c18cd5cd07fd4112976ac6a56fd3191bfa879b0957", "component_budget": { "node_count": 2, "item_count": 2, @@ -19095,18 +19284,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same Mistral regex patch bug in `src/transformers/tokenization_utils_tokenizers.py`; 45317 is the more complete version because it includes the same code change plus a regression test.", - "confidence": 0.99, + "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same code path. PR 45317 is the more complete version because it includes test coverage.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR: it contains the same fix as 45086 and also adds a test, making it the more complete and representative change.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same fix as 45086 plus tests, making it the more complete and reviewable implementation.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best representative of the cluster because it fixes the same concrete code path and includes verification coverage.", + "best_pr_reason": "PR 45317 is the best PR candidate: it addresses the same concrete bug, touches the same lines, and adds regression tests for the fix.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in `_patch_mistral_regex` on the same file and target issue; 45317 is essentially a superset with added tests, so these are duplicate PRs for the same change." + "reason": "Same underlying bug and same code-path change in `_patch_mistral_regex`; the later PR is essentially the same fix with added tests, so they are mergeable as one change." } ] }, @@ -19136,7 +19325,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "09f147ec48d4854e45b34b6a5f5f4d2e62a7b87b3256dafc601b3b8a90b23504", + "prepared_review_unit_hash": "58826e1ebdc3524766bf8ec42c3ed98074d2adbf612972611f611e765c810ec1", "component_budget": { "node_count": 2, "item_count": 2, @@ -19158,18 +19347,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only by NemotronH naming/model files, but they address different changes: PR 45115 adds checkpoint conversion mappings for NemotronH/NemotronH Dense, while PR 45569 refactors the public model architecture into NemotronH Dense/Sparse plus docs and auto-mapping updates. They should not be treated as duplicates.", - "confidence": 0.92, + "summary": "Two related but distinct NemotronH PRs: one refactors/aliases NemotronH around GraniteMoeHybrid conversion logic, the other adds the NemotronHDense/NemotronHSparse model split and supporting docs/tests. They overlap on shared NemotronH files, but they are not the same concrete change.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the broader representative of the NemotronH model split/refactor effort, with model, auto-mapping, tests, and docs changes.", + "canonical_pr_reason": "PR #45569 is the more complete and user-facing Nemotron release change: it introduces the dense/sparse model packages, updates auto-mapping/docs, and includes tests. PR #45115 is a narrower refactor/conversion-mapping step.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the stronger standalone PR because it covers the full architecture split and user-facing documentation, not just conversion mapping.", + "best_pr_reason": "PR #45569 best represents the cluster because it covers the broader end-state change for NemotronH model support, while #45115 is a partial enabling refactor focused on conversion mapping and inheritance wiring.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Different underlying work: 45115 is checkpoint conversion mapping renames, while 45569 is a model architecture split/refactor with docs and tests. Shared NemotronH filenames are not enough to merge them into one PR." + "reason": "Shared subsystem and files, but different scopes: #45115 is a conversion/inheritance refactor for NemotronH, while #45569 adds separate dense/sparse model implementations, docs, auto mappings, and tests. They are related follow-on work, not the same fix/change." } ] }, @@ -19199,7 +19388,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "3d073ea3ca460824e095412b5fff20ca0729ca9f2db597071223704a68cc47a6", + "prepared_review_unit_hash": "7765e6fbf84f49d37ddf3e28559a7b735d3f5ae3ef7971532bfa585cecceb87b", "component_budget": { "node_count": 2, "item_count": 2, @@ -19221,18 +19410,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related heterogeneous-feature PRs, but they are not duplicates: one adds per-layer config plumbing, the other adds broader modeling/runtime support on top of that. They share files and subsystem, but not the same concrete change.", - "confidence": 0.86, + "summary": "These are related feature PRs, but they are not duplicates: one introduces heterogeneous per-layer config support, while the other adds broader heterogeneous modeling/cache behavior on top of that. The larger PR is the better representative for the overall feature set.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45332 is the broader, more complete change: it covers heterogeneous model support across config, modeling, cache handling, masking, and tests, so it best represents the combined feature work.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the broader end-to-end implementation for heterogeneous model support, covering both config and modeling/runtime changes, so it is the best representative PR in this cluster.", + "best_pr_reason": "PR 45332 is the best overall PR because it contains the concrete runtime/model-path changes in addition to the config plumbing, making it the most comprehensive canonical artifact for this feature area.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Reject: PR 45333 is config-only per-layer configuration support, while PR 45332 adds the wider heterogeneous model/runtime implementation. They are closely related but not the same fix/change and would not be merged as duplicates." + "reason": "Not the same underlying change. 45333 is specifically about per-layer heterogeneous config plumbing, while 45332 adds heterogeneous model/runtime support and additional cache/modeling changes. They are related, but not close enough to merge as duplicates." } ] }, @@ -19262,12 +19451,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "7b4f69aef6388783012dba9c10f6fb219ca9ad6b9425cff85f323e9638db4998", + "prepared_review_unit_hash": "947c015a5a5b7f5771602b2ad2097b4ac391a292a0804a545056843ff2615804", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -19275,7 +19464,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -19284,18 +19473,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the same typing/refactor area, but they address different scopes: one is a broad type-checking sweep across many `src/transformers/*` files, the other adds typing helper protocols/aliases and adjusts a smaller set of typing integration points.", - "confidence": 0.82, + "summary": "Two open PRs in the typing/type-checking area, but they address different changes: one is a broad type-checking sweep across many `src/transformers/*.py` files, while the other adds specific typing aliases/protocols and related support for `modeling_utils`/PEFT integration. They are related in theme, not duplicates.", + "confidence": 0.85, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45415 is the broader umbrella change: it sets up type-checking across many modules and introduces repo-wide typing policy updates, making it the better canonical representative of the cluster.", + "canonical_pr_reason": "PR #45415 is the broader umbrella change and best represents the cluster\u2019s overall theme of expanding type checking across the codebase.", "best_issue_reason": null, - "best_pr_reason": "PR #45415 is the best standalone representative because it covers the larger, more general typing cleanup effort and is more likely to subsume related follow-up typing work.", + "best_pr_reason": "PR #45415 is the most central artifact for this cluster because it applies type checking across many modules, whereas #45425 is a narrower typing-support refactor.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related, but they are not the same concrete change. #45415 is a broad type-checking sweep with many file edits and config changes; #45425 adds specific typing protocols/aliases and targeted model integration fixes. They could not be cleanly merged as one duplicate PR." + "reason": "Both are typing-related and share a few files, but they are not the same concrete change: #45415 is a broad type-checking sweep across many modules, while #45425 adds specific typing protocols/aliases and helper support for modeling_utils and PEFT. They would not plausibly be merged as one PR." } ] }, @@ -19325,7 +19514,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "23e337649c667f3c4588159c45e208291c274bbfe872443196c5d9d5f623e9ef", + "prepared_review_unit_hash": "6ee5372bc894a41c7f4b74f5a8b4c3ed4cc25e239cd60b99433d3b068b95f831", "component_budget": { "node_count": 2, "item_count": 2, @@ -19347,18 +19536,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert-parallelism loading behavior, but they address different failure modes: one fixes EP/ZeRO-3 loading metadata and config handling, the other fixes expert parameters being overwritten during FSDP2 loading. They are related, not duplicates.", - "confidence": 0.95, + "summary": "Both PRs are EP-related, but they target different failure modes and code paths: one fixes accelerate/DeepSpeed ZeRO-3 loading and config serialization, the other fixes FSDP2/rank-0 broadcast overwriting expert weights. They should not be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the more concrete expert-loading fix: it patches the parameter-setting path and distributed tensor handling to prevent expert weights from being overwritten during load.", + "canonical_pr_reason": "PR #45662 is the more concrete, self-contained bug fix: it addresses a specific rank-0 broadcast overwrite path and includes targeted changes in loading and MoE/TP handling. PR #45548 is a separate accelerate/ZeRO-3 loading issue with different mechanics.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the strongest standalone representative of the cluster because it targets a specific loading-path bug with a clear code-path fix, whereas 45548 is a different EP/DeepSpeed launch issue.", + "best_pr_reason": "PR #45662 is the best representative of the cluster because it describes a precise observable corruption bug with a clear fix path. It is not the same underlying change as #45548, which is about a different loading/deep-speed integration problem.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different underlying bugs and fix paths: 45548 adds EP-related config/property support for accelerate/ZeRO-3 loading, while 45662 fixes expert parameters being overwritten via rank-0 broadcast/FSDP2 DTensor wrapping. They share EP context but are not the same change." + "reason": "Different underlying bugs and fix paths: #45548 is about EP + DeepSpeed ZeRO-3 loading via accelerate and config serialization, while #45662 is about FSDP2 experts being overwritten by rank-0 broadcast. Shared EP wording is too broad to treat as one change." } ] }, @@ -19388,7 +19577,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "3690dea68ac918377a9ea35f14cb6b8cf4f145ac9d5f44e3a5201dc4fdad49f9", + "prepared_review_unit_hash": "235c456a06ff512c3cb64580a3b334dd0211fa6b2b47fa1a21344fcc4ac3877c", "component_budget": { "node_count": 2, "item_count": 2, @@ -19410,18 +19599,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-safe captured_info logging problem around patched testing debug artifacts; 45645 appears to be the broader, more complete version because it also updates CI log aggregation.", - "confidence": 0.91, + "summary": "Both PRs target the same xdist-related captured_info collision in testing_utils. PR 45645 appears to subsume PR 45639 by including the same worker-safe output-file fix plus CI log aggregation changes, so they are likely duplicates or near-duplicates in the same change area.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45645 is the better canonical PR because it covers the core fix plus the follow-up CI workflow change needed to read multiple worker-specific captured_info files.", + "canonical_pr_reason": "PR 45645 is the more complete fix: it contains the worker-safe captured_info change in src/transformers/testing_utils.py and also updates CI handling to read multiple captured_info files. It best represents the underlying bug-fix effort.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45645 is the strongest standalone PR: it fixes the xdist collision and preserves debug log collection in CI, making it the most complete representation of the change.", + "best_pr_reason": "PR 45645 is the best overall representative because it addresses the core xdist collision and preserves/debug-collects artifacts in CI, whereas PR 45639 is only the narrower code-path fix.", "soft_edge_verdicts": [ { - "left": "pull_request:45639 (Make patched testing debug logs xdist-safe)", - "right": "pull_request:45645 (Fix xdist collisions for captured_info artifacts and preserve CI debug logs)", + "left": "pull_request:45639", + "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug: xdist collisions in captured_info artifact writing/consumption for patched testing logs. The second PR extends the same fix with CI handling, so they could plausibly be merged as one change." + "reason": "Same underlying bug: xdist collisions for captured_info output in testing_utils. The second PR includes the same fix and extends it for CI artifact consumption, so they plausibly belong in one merged change." } ] }, @@ -19440,8 +19629,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45683-2", "nodes": [ @@ -19580,7 +19769,7 @@ "soft_pairs": [ "pull_request:46069|pull_request:46073" ], - "prepared_review_unit_hash": "7076b65e7b142b59d005c6436fa5abf71e311481ca15db533070d598f86dde0e", + "prepared_review_unit_hash": "fdbd15c1bfe1a1f6cc0144f6dc5592fb4393941bc199a936d8556d62e91f163a", "component_budget": { "node_count": 2, "item_count": 2, @@ -19602,18 +19791,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both mention attention-implementation dispatch, but they target different model families and different code paths, so they do not look like duplicates.", - "confidence": 0.96, + "summary": "Both pull requests add attention-dispatch support, but they do so for different models and code paths: ShieldGemma2 image classification versus CTRL. They are related in theme, not duplicates of the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: ShieldGemma2 and CTRL are separate model implementations with distinct attention-dispatch changes and no shared files or concrete bug fix.", + "canonical_pr_reason": "No single canonical PR: the two patches are model-specific and implement attn_implementation dispatch in different architectures.", "best_issue_reason": null, - "best_pr_reason": "No clear global best PR for deduping this cluster; if a representative is needed, 46069 is slightly more self-contained, but the pair is not a duplicate set.", + "best_pr_reason": "PR 46069 is the stronger representative of the cluster because it includes a concrete model-side flag change plus tests, but it is still not a duplicate of the CTRL PR.", "soft_edge_verdicts": [ { "left": "pull_request:46069", "right": "pull_request:46073", "accept": false, - "reason": "Different model families and code paths (ShieldGemma2 image classification vs CTRL attention core); same high-level theme is not enough to treat them as the same change." + "reason": "Both are about attn_implementation dispatch, but they target different models (ShieldGemma2 vs CTRL) and different attention implementations, so they are not the same fix." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 3d25a31a29a15b0d03808a048533c582a606b72b..6928860dc862856806a7056f67a4d669e1bce7f7 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260519t120033z", + "analysis_id": "hybrid-model-20260519t180042z", "archived_artifacts": { - "hybrid": "snapshots/20260519T120033Z/analysis-runs/hybrid-model-20260519t120033z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260519T120033Z/analysis-runs/hybrid-model-20260519t120033z/analysis-report-hybrid.llm-reviews.json" + 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"right": "issue:45464", + "accept": false, + "reason": "Different models and different failures; same general area only." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated model/runtime problems; no shared code-path evidence." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model-specific dtype vs GPU backend issues." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are runtime/model bugs, but the concrete failure modes are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and different symptoms." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Separate model/runtime issues; not the same bug." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch vs ONNX export error are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model export/tokenizer problems with no shared failing path." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export and device-map CUDA assert are different failures." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Different user-facing features; no duplicate evidence." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanups after v5 removals, but they reference different removed items and pages." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Export error vs import error; not the same underlying bug." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask/index shape mismatch vs device-mismatch during forward are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different runtime signatures: zero3/Bert out-of-bounds vs mask/tensor shape mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different error classes and code paths." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "No common concrete failure; only both are model/runtime bugs." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different errors in different training stacks." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Processor voice_preset bug is unrelated to ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different DeepSpeed-related failures and different model contexts." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3/BertModel index-0 out-of-bounds crash; the titles only differ in wording around pretrained vs non-pretrained BERT." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call vs GPT-OSS MoE TP issue are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different tokenizer/LoRA behaviors with no shared failing path." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime problems; not duplicate evidence." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Different distributed-training error classes and symptoms." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but the concrete RuntimeErrors are different." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same model class, but different device/materialization failures; not clearly the same bug." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Zero3/Bert load failure vs GPT-OSS MoE tensor-parallel issue are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing/FSDP size mismatch vs Trainer API change are different issues." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Dtype mismatch in one model vs invalid method call in another." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different model/config errors; no shared bug." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-mismatch during forward vs expensive reverse embedding lookup are different behaviors." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version compatibility vs NVFP4 model runtime error are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Dtype/autocast issue vs GPT-OSS TP issue are not the same bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different distributed/device failures." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Different training/inference paths and errors." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different model-specific dtype/backend failures." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend issues." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "NVFP4 runtime error vs SFT trainer unpacking issue are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Different training stack bugs." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are zero3-related, but the models and failure signatures differ." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they cover different removed docs content." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model families and symptoms." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different model/runtime errors." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video StopIteration vs MPS histogram error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different code paths and failure classes." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Collective mismatch vs trainer API signature mismatch are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU inference failure vs outdated RAG examples are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing error vs import failure are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different subsystems and error signatures." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both involve zero3 indexing issues, but the model contexts and errors do not match." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different docs problems with different removed API mentions." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3/vLLM attribute error vs Qwen3 auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different model/runtime and task crashes." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor loading failure vs device-mapping forward issue are not duplicates." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Different model/backend issues." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization bug vs outdated RAG docs are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and are not clearly the same bug." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Checkpoint loading failure vs docs issue are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint report vs NemotronH load bug are different problems." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Model execution error vs documentation cleanup are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different model-loading problems and different models." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask/index shape mismatch vs zero3 Bert out-of-bounds are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The result is well grounded in the packet. The one accepted duplicate pair, issue:43596 and issue:43638, is supported by the titles and is the only clearly strong family here. The other soft-edge rejections stay appropriately conservative and do not overclaim 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": 17, + "review_unit_index": 2, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44530", + "issue:44589", + "issue:44841", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902" + ], + "soft_pairs": [ + "issue:39290|issue:43531", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:43541|issue:45161", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:45020|issue:45800", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:45759|issue:45902", + "issue:43716|issue:44918", + "issue:44918|issue:45685", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:44530|issue:45005", + "issue:42915|issue:45399" + ], + "prepared_review_unit_hash": "c880125c686279e2b4bacc3f5404653f61180f7b1d7b592f2b2d5c0d1b28b33b", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 39, + "serialized_chars": 38526, + "estimated_input_tokens": 9632, + "estimated_eval_tokens": 19520 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose cluster of distinct Transformers regressions and model-specific failures; the shared theme is broad compatibility/loading/runtime breakage, but the soft pairs do not look like true duplicates of the same concrete bug.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s recurring \u2018recent Transformers versions break model loading/compatibility\u2019 theme, even though the rest of the items are largely separate bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best global issue candidate because it is the most umbrella-like and could plausibly anchor several of the version/regression reports, whereas the others are more model- or error-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window behavior, but they affect different models and failures (Gemma3 config attr vs Qwen3-MoE sliding_window), so this is not clearly the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table-question-answering crash are unrelated code paths and models." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are different issues." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3/Bert index error and torch/transformers version incompatibility are distinct failure modes." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Incorrect detokenization and table-qa crashing are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "No shared model or code path; runtime crash vs config/pydantic breakage." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 chat usage, but one is a general crash and the other is a streaming API failure; not enough evidence of one concrete bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized type error is unrelated to table-question-answering crashes." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma models and different failures: missing sliding_window_pattern vs device mismatch." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are separate problems." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat API failure and MPS histogram_mps integer error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error and MPS histogram implementation error are different code paths." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are dtype-related, but one is grouped_mm tracing in Mixtral and the other is an autocast mismatch in Phi-tiny-MoE; not the same bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and template-node compilation error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated regression types." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers compatibility and Gemma4 device-mapping mismatch are separate issues." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both involve indexing errors, but the shapes, models, and trigger conditions differ too much to treat as one bug." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss architecture support are different model-support requests/problems." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as the PretrainedConfig pydantic-field regression." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Grouped_mm tracing failure and GPT-OSS tensor-parallel failure are different concrete paths." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 CUDA memory growth and tied-weights translation model issues are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and streaming chat API failure are not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a different regression from the pydantic PretrainedConfig field issue." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss architecture support and Qwen3.5 streaming chat failure are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote_code breakage and torch/transformers version incompatibility are different classes of failures." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and PretrainedConfig pydantic regression are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing error and missing Float8 storage object are different low-level failures." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors, but they occur in different models and mechanisms; no evidence of the same root cause." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both concern Siglip2 output quality, but one is a comparative embedding complaint and the other is a nonsensical-results report; too little evidence they are the same concrete bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Undefined tf backend from tensorboard-only install is unrelated to torch/transformers incompatibility." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Custom multimodal config unwrapping and Qwen3.5 MoE uninitialized-memory issues are distinct." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch and Qwen3.5 embedding unpacking in trl are different bugs." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Unpacking embeddings with trl and MPS histogram_mps integer error do not share a concrete code path." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-module loading, but one is a cache-path collision and the other is loading the wrong module after save_pretrained; not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Un-tied lm_head weights in Mistral3 and translation-model tied-weight issues are related only by theme, not by a shared concrete fix." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom model init in Jupyter and flash-attn2 fallback blocking are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "GPT-OSS perplexity anomaly and GLM5 issue are different model-specific reports." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and tied-weights translation issues are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe and flash-attn2 fallback gating are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 3, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39186", + "issue:39692", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44492", + "issue:44512", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:45005", + "issue:45020", + "issue:45507", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:44360|issue:44512", + "issue:39186|issue:44918", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:43866|issue:44403", + "issue:43950|issue:45902", + "issue:43872|issue:44589", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:43054|issue:45701", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43054|issue:43493", + "issue:43643|issue:45020", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:43881|issue:43883" + ], + "prepared_review_unit_hash": "5787801d306a43f15829b6f15f186341a3aaa6ece6ac67fce0f646018ce9e022", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36660, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and over-grouped. Only a few pairs look like true duplicates: the v5 non-persistent buffer corruption reports, and the SigLIP2 HF-vs-JAX discrepancy reports. Most other pairs are different bugs that only share a broad subsystem like loading, quantization, or MoE training.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43950 is the clearest representative of the strongest duplicate subcluster: a v5 regression where non-persistent buffers are corrupted/junk-filled during from_pretrained/load. It is specific, regression-oriented, and has direct near-duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best single issue to anchor the cluster because it states the underlying bug crisply and matches the closest accepted duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to a docs note about a removed run command." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Different failures: FSDP 2-D weight error vs Qwen3.5 embedding unpacking in TRL SFT trainer." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offload behavior and tied-weights handling are different bugs." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weights regression in translation models." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is unrelated to stale docs about a removed command." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different model/code paths: TRL embedding unpacking vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek detokenization bug is unrelated to Qwen-3 NVFP4 runtime error." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated model/runtime issues; no shared concrete bug." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both report the same v5 non-persistent buffer corruption/junk-filling regression in loading/from_pretrained behavior." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs/example issue and the other is a model-quality complaint; not the same concrete bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying v5 bug: non-persistent buffers get filled with junk/corrupted during load or from_pretrained." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen3.5 gradient explosion from 3D position_ids are different issues." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unexpected trainer kwarg and Gemma3 ZeRO-3 load failure are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "AutoImageProcessor import failure and torch/transformers incompatibility are only broadly environment-related, not the same bug." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and noisy transformer loading are different problems." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both mention loading/memory state, but one is non-persistent buffer corruption while the other is a Qwen3.5 MoE rotary embedding uninitialized-memory bug." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Bitsandbytes __new__ API mismatch and missing Float8 storage are unrelated quantization/runtime errors." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both are SigLIP2 complaints, but the reports are not the same concrete failure mode." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral and Molmo tied-weights attribute failure are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and version-dependent tokenization changes are different bugs." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-Attention packed-sequence misinterpretation and CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are different code-path issues." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 shared_kv_states/FSDP2 error is unrelated to Qwen3_5MoeTextRotaryEmbedding uninitialized-memory read." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing ineffectiveness and int4 quantization OOM are both memory-related but not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral tokenizer loading error and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise and inability to load a specific model are not the same concrete issue." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both point to the same SigLIP2 implementation discrepancy versus the original JAX model, likely causing the observed embedding-quality regression." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote_code/trust_remote_code, but one is missing fields in AutoConfig output and the other is a broader compatibility report." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression and a Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both mention loading models, but they are different model-specific failures." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing inefficiency and Qwen3 MoE memory usage are different training-memory issues." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 index error and Qwen3 MoE fine-grained FP8 failure are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram for Int and Gemma4 PLE device mismatch are different device/runtime bugs." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v-9b loading failure and Molmo tied-weights attribute error are unrelated loading bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are generally conservative. The accepted pairs are plausible duplicate links based on the issue titles and framing, especially the v5 non-persistent-buffer regression cluster around issue:43950." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43638", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45823", + "issue:45923" + ], + "soft_pairs": [ + "issue:42491|issue:44368", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:44991|issue:45399", + "issue:43828|issue:45823", + "issue:43782|issue:44960", + "issue:45081|issue:45399", + "issue:43827|issue:44509", + "issue:45020|issue:45356", + "issue:43404|issue:43950", + "issue:43742|issue:45399", + "issue:42915|issue:45020", + "issue:43638|issue:45823", + "issue:43792|issue:44220", + "issue:43257|issue:43866", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:41553|issue:44991", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:44928|issue:45588", + "issue:43257|issue:45305", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:41553|issue:44488", + "issue:24643|issue:30064", + "issue:43366|issue:43828" + ], + "prepared_review_unit_hash": "1d8c58a91588502401ebf3b0713936858d888cf9f9a47308d69c81a6d05fb77d", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 37045, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, but there are a few true duplicate subgroups: docs about removed pipeline tasks, the same mask-shape IndexError, the `_is_hf_initialized` model-loading regression, and likely the Qwen3 video-input regression. Most other pairs are clearly different bugs or too broad to merge.", + "confidence": 0.69, + "canonical_issue_reason": "No single cluster-wide canonical issue: the set splits into several unrelated bug families. If a representative is needed, issue 43827 is the cleanest early anchor for the docs-removal subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "No single global best issue for the whole cluster for the same reason; 43827 is the strongest representative only for the docs-cleanup subgroup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Related Qwen3/MoE/LoRA context, but these are different problems: version compatibility vs a warning about tie_word_embeddings." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Different failures: Qwen2.5-VL import error vs bitsandbytes `_is_hf_initialized` constructor incompatibility." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Both are recent model-loading/runtime regressions, but the concrete bugs differ: remote_code handling vs Gemma4 PLE device placement." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping helper failure is not the same as the broader remote_code regression." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for a specific model is unrelated to the flash-attn fallback gating bug." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different concrete code paths: autocast dtype mismatch in Phi MoE vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and error modes; no clear shared underlying bug." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral tokenizer regex crash is unrelated to the flash-attn fallback checks." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup: both report stale references to removed pipeline tasks in v5." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "General remote_code breakage is not the same as the Kimi-K2.5 tokenizer regression." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Different bugs: tied lm_head in Mistral3 vs silent corruption of non-persistent buffers." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM loading key error is unrelated to flash-attn fallback gating." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Both touch loading/runtime behavior, but the Qwen3 MoE weight-conversion issue is distinct from the remote_code regression." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "Zero-3 index-out-of-bounds in BERT is unrelated to Gemma4 PLE device placement." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper runtime failure and `_torch_extract_fbank_features()` are plausibly related, but the titles do not show the same concrete bug." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight-loading failure and Ovis2 checkpoint corruption are different issues." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same unexpected `_is_hf_initialized` keyword regression during model loading / empty-weights initialization." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Both involve loading regressions, but they are different concrete failures and would not be fixed by one PR." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Qwen3-Next ZeRO-3 missing weights and Qwen3.5 ZeRO-3 language_model loading failure are related themes but not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7 test-load issue and NemotronH checkpoint loading are different model-specific problems." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Bad tokenizer error message for Voxtral is not the same as a hard tokenizer-loading failure for est-roberta." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing not taking effect in PEFT LoRA is different from a missing supports_gradient_checkpointing flag on a remote-code model." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected compute_loss kwarg is unrelated to the mask-shape IndexError." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion from 3D position ids is unrelated to the flash-attention s_aux=None crash." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve Qwen3 and DeepSpeed, but one is weight conversion/loading and the other is gradient averaging with loss kwargs." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` loading error is unrelated to CLIPTokenizer's max-length sentinel value." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same IndexError shape-mismatch symptom; these look like duplicate reports of the same underlying indexing bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both describe the 5.3.0 video-input regression in Qwen3-family VLMs, with one being a specific manifestation." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer-loading complaints for different models; not the same bug." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-dimension error and void segmentation-map processing are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF architecture support and an autocast dtype mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The accepted soft pairs are plausible duplicates or near-duplicates, and the rejected pairs are mostly clearly different bug families. No obvious overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 5, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45325", + "issue:45357", + "issue:45584", + "issue:45663", + "issue:45823", + "issue:45834", + "issue:45902" + ], + "soft_pairs": [ + "issue:45325|issue:45902", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:43366|issue:44589", + "issue:43645|issue:43646", + "issue:44560|issue:44918", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44560|issue:44805", + "issue:44155|issue:45584", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:44877|issue:45030", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42491|issue:45276", + "issue:43708|issue:44075" + ], + "prepared_review_unit_hash": "53ca2baa3b9458c317ed2f4626d796ce3c2fcc185e9c9e46d8fc18b08e536ff4", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36979, + "estimated_input_tokens": 9245, + "estimated_eval_tokens": 18746 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a mix of unrelated issue groups. The only clear duplicate sets are around custom model initialization, non-persistent buffer regression, a BERT model-loading regression, and a couple of model-specific loading/output regressions.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43646 is the clearest broad regression title and best represents the custom-model initialization duplicate set; it is more general than the notebook-specific wording in issue:43645.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the strongest standalone issue candidate because it states the underlying bug most generally and cleanly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different models and different bugs: Qwen2.5-VL rope indexing vs Qwen3.5-MoE rotary embedding initialization." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma-4, but one is an FSDP2 KeyError and the other is a device_map forward mismatch; not the same bug." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF/gpt-oss support and Qwen3-MoE sliding_window are unrelated changes." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and Kosmos2.5 long-OCR indexing are different failure modes." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different code paths: Bamba torch.compile+SDPA vs Qwen3.5 FlashAttention position_ids handling." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Architecture support for gpt-oss and a Float8 storage TypeError are not the same issue." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying regression: custom model initialization breaks in Transformers 5.0.0; the notebook wording is just a narrower variant." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Qwen3-vl video StopIteration and Qwen3.5 embedding unpacking in TRL are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 failure and meta-device loading failures are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "An import error for Qwen2.5-VL is not the same as a meta-device loading regression." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3D parallel execution failure and GGUF model support are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import breakage and Qwen3Moe FP8 failure are different problems." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping failure and Gemma4 device mismatch are separate bugs." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 bad-output regression for the same model; the titles describe the same symptom in different words." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression and Kosmos2.5 OCR indexing are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and code paths: video StopIteration vs mask/tensor shape mismatch." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batched-track leakage and Whisper empty-transcription handling are not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Deepspeed zero3 Bert initialization and add-new-model-like/tokenizer mapping are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Same as above: a zero3/Bert IndexError is not the tokenizer-mapping failure." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping error and mask shape mismatch are different issues." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": true, + "reason": "Both report stricter config validation preventing model/config loading; they look like the same regression expressed with different example configs." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Device-map offload loading and mmap OOM on Strix Halo are different problems." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both mention SigLIP2, but one is an output regression and the other is a docs/example problem with model/processor mismatch plus quantization failure." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3-MoE LoRA compatibility and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention failures are different model-specific bugs." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "ZeRO-3 weight loading for language_model and save_pretrained visual-key corruption are different code paths." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both are model-loading regressions for different BERT checkpoints and appear to stem from the same underlying loading bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are the same non-persistent-buffer corruption regression; the titles are near-paraphrases." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Auto device mapping cuda assert and FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3-MoE LoRA compatibility and Gemma4 resize_token_embeddings behavior are different bugs." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Checkpoint resume max_steps math and SGD args not being used are unrelated trainer/optimizer issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted duplicate pairs are plausible from the titles alone, and the rejected pairs are appropriately cautious. Canonicalizing issue:43646 over issue:43645 is also reasonable because it is the broader title." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050" + ], + "soft_pairs": [ + "issue:43854|issue:43931", + "issue:42915|issue:44756", + "issue:45488|issue:45812", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:43644|issue:43645", + "issue:43856|issue:44387", + "issue:44910|issue:45588", + "issue:42491|issue:45292", + "issue:45362|issue:45406", + "issue:44488|issue:44991", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:44164|issue:44291", + "issue:43404|issue:43454", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:43335|issue:45663", + "issue:45663|issue:45859", + "issue:43873|issue:44387", + "issue:44155|issue:45823", + "issue:44291|issue:44756", + "issue:44960|issue:46050", + "issue:44292|issue:44912", + "issue:43854|issue:45216", + "issue:44387|issue:44756", + "issue:45276|issue:45292", + "issue:45684|issue:45698" + ], + "prepared_review_unit_hash": "31da5553bf7546f0369397bb0f7d36b8328e025d5cf6d029296bb4e5d23c5287", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37727, + "estimated_input_tokens": 9432, + "estimated_eval_tokens": 19120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose thematic bucket of Transformers regressions (model loading, tokenizer handling, quantization, save/load, offloading), not a set of true duplicates. None of the soft pairs look close enough to merge into one issue or one PR.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are load failures, but they involve different models and different symptoms (unit-test loading vs weight-shape mismatch)." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "One is Qwen3Moe FP8 config failure; the other is a Strix Halo mmap/OOM workaround. Only broad memory/infra overlap." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenizer paths." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same SigLIP2 family, but one is a broken docs example and the other is bad model/pipeline outputs; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and different failure modes; only a broad loading/compatibility theme." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory/quantization, but one is training-memory inefficiency and the other is offloading misbehavior." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen-related issues: LoRA compatibility across versions vs a specific VL model loading mismatch." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 regressions, but one is non-persistent buffer initialization and the other is Jupyter custom-model initialization." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both concern memory, but one is Qwen3 MoE training efficiency and the other is int4 quantization reserved-memory growth." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but one is a Qwen3.5 packed-sequence crash and the other is an AttributeError on sink-less models." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different problems: LoRA model portability across branches versus resize_token_embeddings not updating outputs." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different components and failures: chat crash on Qwen3.5-35B vs Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-load complaints, but they hit different models and likely different tokenizer metadata issues." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Very similar wording, but the affected architectures and embedding targets differ; not enough evidence of one shared root bug." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to the Whisper return_language pipeline regression." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both touch model loading/saving, but extra_state handling and init_empty_weights/_is_hf_initialized are distinct code paths." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying bugs, but in different model classes and with different breakage surfaces." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading breakage are separate regressions." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab inconsistency is not the same as a model failing to load in current version." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/model issues are unrelated to the generic GLM5 issue." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with LoRA and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different composite-model bugs: FSDP2 attention state vs from_config not unwrapping text_config." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers is unrelated to Gemma4 FSDP2 attention state handling." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different Gemma/Qwen offload bugs with different failing functions and causes." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve offloading/quantization performance, but one is generic offloading behavior and the other is a reserved-memory/OOM regression." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference leak is unrelated to Gemma4 PLE device placement." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected init arg during meta loading and disabling mmap for Strix Halo are unrelated fixes." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different models and different persistence bugs; one is GLM5, the other is sinq quantized save/load." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization issues, but NVFP4 load failure and MXFP4 fallback to bf16 are not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Both are model correctness/load regressions, but they concern different models and different APIs." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "OOM under int4 quantization and disabling mmap on Strix Halo are different memory issues." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": false, + "reason": "Closely related wording, but the model-specific embedding targets differ and there is no clear shared failing code path." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both are save_pretrained-related, but one is file permission propagation and the other is wrong custom-module loading after save/load." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 7, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43381|issue:44928", + "issue:42947|issue:43381", + "issue:44164|issue:44756", + "issue:44479|issue:44877", + "issue:41720|issue:44155", + "issue:45588|issue:45663", + "issue:43957|issue:44756", + "issue:43646|issue:43708", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:43425|issue:43828", + "issue:43257|issue:44863", + "issue:44683|issue:45823", + "issue:44589|issue:44756", + "issue:43425|issue:45823", + "issue:43906|issue:44530", + "issue:43425|issue:43716", + "issue:43611|issue:43645", + "issue:39404|issue:45701", + "issue:44530|issue:45084", + "issue:43901|issue:44509", + "issue:44265|issue:44898", + "issue:39404|issue:44912", + "issue:44479|issue:44805", + "issue:43425|issue:44918", + "issue:44589|issue:45084", + "issue:43299|issue:43931", + "issue:43596|issue:44683", + "issue:44164|issue:45759", + "issue:43994|issue:44079", + "issue:36032|issue:43452" + ], + "prepared_review_unit_hash": "4696607f846c4c52879baddee89bafacd6faca021eaec703c22cef37578d92f7", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37722, + "estimated_input_tokens": 9431, + "estimated_eval_tokens": 19118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions. The only clear duplicate pair is the resize_token_embeddings/output-embedding bug (generic vs t5gemma-specific). No PRs are present.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45292 is the best canonical issue because it states the broad, underlying bug generically: resize_token_embeddings does not propagate to output embeddings. issue:45335 looks like a narrower model-specific instance of the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the strongest representative of the only true duplicate pair in the cluster and is broader than the t5gemma-specific report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Both mention gradient checkpointing/Qwen3.5, but the failures are different: eval-mode restriction vs RLHF NaN from 3D position_ids/SDPA fallback." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Related theme, but one is LoRA + gradient checkpointing being ineffective and the other is gradient checkpointing being disallowed in eval mode; different bugs." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling and disabling mmap for Strix Halo OOM are unrelated issues." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Qwen video-input regression and granite_speech strict-config loading are different subsystems and symptoms." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert is unrelated to AudioFlamingo3 embedding/token leakage across tracks." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "flash_attention s_aux=None crash and Gemma4 FSDP2 shared_kv_states KeyError are different code paths." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "meta-device loading breakage and Strix Halo mmap OOM are distinct problems." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in Transformers 5.0 and Trainer resume_from_checkpoint max_steps calculation are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings does not update the model's output embeddings, with 45335 being a t5gemma-specific instance." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch for Phi-tiny-MoE is unrelated to meta-device loading failures." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and failure to load ScandiBERT are different model-loading issues." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and extra_state save/load failure are not the same underlying bug." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility is too broad and distinct from the Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3 MOE conversion with accelerate+deepspeed and NemotronH checkpoint loading are different failures." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage deserialization and Strix Halo mmap OOM do not describe the same bug." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "A general Torch 2.10 incompatibility is not the same as Gemma4 PLE's device_map=\"auto\" forward mismatch." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not enough to merge with a PagedAttentionCache linear_attention crash; the underlying bug is unclear." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility and Mistral-3 image-preprocessor/model dtype mismatch are different problems." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "base_model_prefix loading failure and Jupyter notebook custom-model initialization differ in trigger and failure mode." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline regression and tokenization changes across versions are not the same issue." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache invalid group type linear_attention is unrelated to the non-template-nodes compile error." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both touch docs/pipeline wording, but they concern different removed/renamed tasks and behaviors." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/export with torch_compilable_check and Perceiver non-default-resolution failure are different bugs." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language and MXFP4 quantization fallback on git-oss-20b are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "A Qwen video-input regression and a generic mask shape IndexError are too different to treat as duplicates." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as Qwen3.5 input-embedding unpacking failure with TRL SFT trainer." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and compile-time non-template-node error are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL loading failures, but one is a dev0 regression and the other is a specific weight-shape mismatch; not enough evidence they are the same bug." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "ZeRO-3/BertModel index error and compiled flex_attention on newer torch versions are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load and unwrap text_config in from_config are different model-loading/saving problems." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Siglip2 nonsensical outputs and ModelOutput key assignment are different behaviors with no clear shared cause." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method-name conflict during T5 loading and gguf_file from_pretrained breakage are separate loading issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, issue:45292 vs issue:45335, is strongly supported by near-identical resize_token_embeddings wording, and the remaining soft-edge pairs are reasonably rejected as different bugs. No PRs are present, so the canonical-pr fields being null is appropriate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 8, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:45987" + ], + "soft_pairs": [ + "issue:39404|issue:44671", + "issue:43856|issue:44756", + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:44737|issue:45859", + "issue:32090|issue:39404", + "issue:44164|issue:44479", + "issue:44661|issue:44683", + "issue:44488|issue:45081", + "issue:43582|issue:43632", + "issue:43611|issue:43644", + "issue:40990|issue:43421", + "issue:43716|issue:45084", + "issue:44206|issue:44220", + "issue:44488|issue:44987", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:36032|issue:42915", + "issue:44811|issue:45584", + "issue:43883|issue:44488", + "issue:44451|issue:44987", + "issue:44464|issue:45987", + "issue:43452|issue:43482", + "issue:43541|issue:45084", + "issue:43644|issue:43646", + "issue:42915|issue:44530", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:43262|issue:43377" + ], + "prepared_review_unit_hash": "c4c498b8c2d1438521f7b4d8a916dd8b5d1d14a6a28a153822e43e7c47fa02d3", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36946, + "estimated_input_tokens": 9237, + "estimated_eval_tokens": 18730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many items are unrelated model-/feature-specific regressions, with only a couple of likely duplicate subpairs. The strongest coherent subcluster is around Transformers v5 custom model initialization, but there is no single perfect canonical across the whole set.", + "confidence": 0.34, + "canonical_issue_reason": "Use issue 43646 as the representative issue: it is the broadest, most generic v5 regression in the set and best fits the custom-model-initialization subcluster that also includes nearby reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best overall representative for the largest coherent subcluster; its title is generic enough to cover the related v5 initialization regressions better than the narrower symptom reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Different bugs and code paths: Whisper pipeline return_language behavior vs CamemBERT masked-LM prediction quality." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention performance/memory, but one is Qwen3 MoE training inefficiency and the other is Strix Halo mmap OOM; not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are loading failures, but one is tokenizer loading for EMBEDDIA/est-roberta and the other is a Mistral regex patch crash; different root causes." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "One is incorrect MLM predictions, the other is tokenizer loading failure; no shared underlying change is evident." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Different device-placement bugs in different models: XLNet CPU arange regression vs Qwen3.5 MoE CPU-offload incompatibility." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError is unrelated to Whisper pipeline return_language regression." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state handling and video-input regression are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping feature bug vs compiled flex_attention failure on torch>=2.9; different subsystems and fixes." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are model-loading complaints, but they target different models and different failure modes; too broad to call duplicates." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized regression." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "base_model_prefix loading regression and non-persistent buffer junk are different initialization/loading issues." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression on a model/dataset pair is unrelated to runtime special-token post-processor updates." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and template-node compilation failure are different code paths." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "These look like the same audio feature-extraction bug: the feature extractor/helper path crashes around the unsupported center argument in fbank extraction." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading regressions, but for different models and different symptoms; no evidence of a shared underlying bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked-generation inconsistency under compiled forward is unrelated to StaticCache.get_seq_length returning a tensor instead of int." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both point to the same GGUF/from_pretrained loading regression in Transformers v5, affecting tokenizer/model loading through the gguf_file path." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map gpu+cpu offload dequantization failure is a different problem from GGUF loading failure." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index scaling bug are distinct model behaviors." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict and Jupyter custom-model initialization breakage are not the same bug." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Can't compile non-template nodes is unrelated to GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Related v5 initialization area, but one is specifically about non-persistent buffers being filled with junk while the other is a broader custom-model-init failure; not enough to merge as the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe training and PagedAttentionCache linear_attention crash are different issues." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code missing fields and PagedAttentionCache group-type crash are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and Qwen2.5-VL iterable-dataset multi-image finetuning are different bugs." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-token method conflict is unrelated to Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens behavior and empty-transcription generation after align_special_tokens are not the same underlying bug." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys and loading failure for cjvt/sleng-bert are different model-loading regressions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary correctly treats the set as mostly heterogeneous, and the two accepted soft pairs look like plausible same-bug duplicates from the packet titles/descriptions. The representative-issue choice for 43646 is a reasonable, cautious canonicalization for the custom-model-initialization subcluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 9, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:36032", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542", + "issue:45987" + ], + "soft_pairs": [ + "issue:43404|issue:44466", + "issue:43089|issue:45987", + "issue:43883|issue:44991", + "issue:44987|issue:44991", + "issue:43994|issue:44610", + "issue:43646|issue:44534", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43377|issue:43819", + "issue:42915|issue:45084", + "issue:44265|issue:44610", + "issue:43645|issue:44534", + "issue:44451|issue:45081", + "issue:44220|issue:44683", + "issue:44987|issue:45081", + "issue:45216|issue:45357", + "issue:43404|issue:45127", + "issue:42915|issue:44291", + "issue:43632|issue:44756", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:42915|issue:44589", + "issue:43296|issue:43531", + "issue:43531|issue:44877", + "issue:43611|issue:44534", + "issue:43425|issue:44403", + "issue:44479|issue:45325", + "issue:36032|issue:41720", + "issue:42175|issue:45542", + "issue:40990|issue:44811", + "issue:43792|issue:44589", + "issue:44683|issue:45020" + ], + "prepared_review_unit_hash": "146035a3b65a31aaaa0a84c885d83089462d41aa5ee67b31a000e91ef663881b", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37219, + "estimated_input_tokens": 9305, + "estimated_eval_tokens": 18866 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed cluster of unrelated Transformers v5/v5.x regressions with only one clearly grounded duplicate pair. The Qwen3.5 save_pretrained pair is solid, but the Qwen video-temporal pair is too broad to merge as a duplicate from the packet alone.", + "confidence": 0.58, + "canonical_issue_reason": "Best canonical anchor is issue:45216 because it has the clearest duplicate-style match in the packet (issue:45357) and cleanly represents the Qwen3.5 save_pretrained checkpoint-serialization regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the strongest representative issue in the cluster: it has a plausible same-bug counterpart, a concrete v5.4+ regression description, and clearer duplicate evidence than the broader thematic issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both involve tied weights, but they describe different code paths: model definition vs. save_pretrained serialization." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Unrelated performance overhead vs. seq-length contract bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different failures; no same underlying bug is evident." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but they appear to be separate model-specific regressions with different symptoms." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Vision-related, but one is nonsensical outputs and the other is an image-size preprocessing mismatch." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Separate v5 regressions with different mechanisms: custom model init vs. buffer initialization." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal models and different failure modes." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Logging/noise during loading is not the same bug as the tokenizer regex crash." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are correctness mismatches, but they affect different architectures and forward paths." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated failures: FP8 config handling vs. template compilation error." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "Different subsystems: exportability vs. processor image resolution." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model init breakage and junk-filled buffers are separate regressions." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different model/tokenizer load failures with no shared code path shown." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction bug versus flex_attention compatibility bug." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Separate loading failures affecting different components." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression: both report incorrect checkpoint / visual-encoder key serialization on the same v5.x path." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is a tie bug and the other is LoRA merge collapse after vocab extension." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both are v5-era failures, but they concern different mechanisms and models." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "HF initialization flag regression is unrelated to the mmap/OOM workaround." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer special-token conflict and MobileLLM key error are different load failures." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer AddedToken argument conflict is not the same as the separate model-load failure." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different failures and code paths: FP8 config handling vs. missing Float8 storage type." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different models and problems: sliding_window behavior vs. strict config loading." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Broad v5 regressions, but not the same concrete bug." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility is unrelated to loading-noise behavior." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Too broad to treat as duplicates: a general video-input regression across several models vs. a specific still-image temporal position-id scaling bug." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer load conflict and auto device-mapping CUDA assert are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Packaging/backend dependency theme is similar, but the packet does not ground them as the same bug." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity evaluation issue and Whisper batch_decode behavior are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage support are separate issues." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention torch-version breakage is unrelated to remote_code loading regressions." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge acceptance is too aggressive for a conservative cluster evaluation. `issue:44479` and `issue:45325` are both in the Qwen VL/video-temporal area, but the packet only shows a broad thematic relationship: one is a general video-input regression across several models, while the other is a specific still-image `tokens_per_second` / `get_rope_index` position-id bug. That is not enough evidence that they are the same bug or mergeable into one fix. The `issue:45216` / `issue:45357` match looks plausible, but the cluster should be rejected because not every accepted pair is sufficiently grounded in the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 10, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:33666", + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45834", + "issue:45923" + ], + "soft_pairs": [ + "issue:43818|issue:45357", + "issue:43421|issue:44568", + "issue:44403|issue:44991", + "issue:43632|issue:44534", + "issue:41553|issue:43582", + "issue:33666|issue:40444", + "issue:44462|issue:45812", + "issue:44079|issue:45663", + "issue:43482|issue:45538", + "issue:43317|issue:43856", + "issue:44829|issue:45479", + "issue:43381|issue:45923", + "issue:40444|issue:45325", + "issue:44291|issue:44589", + "issue:43482|issue:43525", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:44265|issue:45072", + "issue:43531|issue:44291", + "issue:42175|issue:43296", + "issue:43994|issue:44898", + "issue:43611|issue:43646", + "issue:43632|issue:45072", + "issue:43792|issue:43957", + "issue:45325|issue:45834", + "issue:44079|issue:44534", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:40444|issue:45381", + "issue:45325|issue:45381" + ], + "prepared_review_unit_hash": "58892eda8ec8f05662b355a7a1a2c467c5880f7ee56161b69632737baea3df05", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36989, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft edges look like false positives. The cluster is a heterogeneous mix of unrelated loading, tokenizer, model-init, attention, training, and packaging bugs; only a few issues share a broad Transformers v5 / model-initialization theme.", + "confidence": 0.95, + "canonical_issue_reason": "No single true duplicate stands out; issue 43646 is only the broadest umbrella because it covers the widest v5 model-initialization/loading regression surface.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best representative issue because it is the broadest and most central v5 initialization regression among the set, but it still does not unify the cluster into one bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs: Video-LLaVA missing temporal attention/weight sharing vs Qwen3.5 save_pretrained visual-key regression." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer special tokens, but one is runtime post-processor updates and the other is BOS/EOS insertion behavior in a specific tokenizer." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise vs a specific tokenizer-loading failure for EMBEDDIA/est-roberta; not the same bug." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized init regression is unrelated to non-persistent buffers being filled with junk." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error messaging vs Apple Silicon TypeError in caching_allocator_warmup; different code paths." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL-related, but multi-GPU training and iterable-dataset multi-image finetuning failures are distinct issues." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer repository-file selection vs wrong token IDs for Granite models; both are tokenizer regressions but not the same underlying defect." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug vs Gemma-4 shared_kv_states FSDP2 failure; unrelated failures." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max-length misuse are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map/offload dequantization failure vs Qwen3 MoE training memory inefficiency; different problems." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "flash_attention_3 training degeneration is not the same as the num_labels=1 zero-loss classification bug." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode vs missing supports_gradient_checkpointing flag; related area, different bug." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL, but iterable-dataset multi-image finetuning and still-image position_ids scaling are separate regressions." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to missing Float8 storage handling." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading and Llama4Config missing pad_token_id are different model/config issues." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI padding-mask inconsistency and Gemma3 NaN embeddings from sliding-window attention are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and Mistral regex patch crash have no shared code path." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export + torch_compilable_check is unrelated to bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized are distinct regressions." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backends install issue vs PaddleOCR-VL load failure in vLLM; not the same underlying bug." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 nonsensical outputs and Perceiver non-default-resolution failure are unrelated model-specific bugs." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading/init regressions, but base_model_prefix loading and custom model initialization are separate concrete failures." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized regression is not the same as bf16 dtype mismatch during inference." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper model runtime failure and meta-device loading breakage are different loading paths and causes." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope-index bug and Kosmos2.5 long-OCR index error are distinct multimodal failures." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and junk-filled non-persistent buffers are unrelated runtime/serialization issues." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Tied lm_head weights not being set and device-dependent serialization inconsistency are related only at a very high level, not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-GGUF loading failure are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure and video vision_position_ids bug are separate Qwen2.5-VL regressions." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id bugs, but still-image temporal scaling and video-input position_ids are different code paths and symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 11, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45920", + "issue:45923" + ], + "soft_pairs": [ + "issue:43644|issue:44079", + "issue:43749|issue:44079", + "issue:43296|issue:45800", + "issue:44479|issue:45823", + "issue:35707|issue:40444", + "issue:43606|issue:44265", + "issue:44291|issue:44877", + "issue:44387|issue:44617", + "issue:44568|issue:45920", + "issue:43881|issue:44488", + "issue:43701|issue:45325", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:43262|issue:43746", + "issue:43377|issue:44610", + "issue:43317|issue:43873", + "issue:39692|issue:40444", + "issue:43572|issue:45759", + "issue:43454|issue:45072", + "issue:43257|issue:45923", + "issue:43377|issue:44898", + "issue:40990|issue:45584", + "issue:40990|issue:42947", + "issue:44466|issue:45357", + "issue:43454|issue:43720", + "issue:43526|issue:43883", + "issue:43296|issue:44877", + "issue:43873|issue:45701" + ], + "prepared_review_unit_hash": "1f5c80b34ba1ce3953f816f6506441e92738849ec964bd882679def859c9c7c3", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36923, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: most items are distinct model/config/tokenizer/loading regressions rather than duplicates. No soft pair looks like the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43873 is the broadest, most central open report in the set and several nearby items are offloading/device-map/quantization-adjacent, so it is the best umbrella issue for triage even though the cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most suitable global issue anchor: active discussion, inbound references, and a broad offloading/quantization scope that can subsume some neighboring reports better than the more model-specific issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer initialization vs ModelOutput key assignment; unrelated code paths." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading vs ModelOutput key behavior; different bugs." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading failure in vLLM vs torch/transformers version incompatibility; not the same issue." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen VL video regression vs Gemma4 PLE device mismatch; different models and failure modes." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Generation with inputs_embeds/past_key_values vs Qwen2.5-VL iterable-dataset multi-image finetuning; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch vs torch.export/torch_compilable_check export failure; different concrete problems." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized arg in init_empty_weights vs strict config blocking granite_speech loading; distinct loading bugs." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "int4 quantization OOM vs Sam3Video OOM; same symptom class, but different cause and path." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "mDeBERTa special-token insertion bug vs broad AutoTokenizer regression; related area but not the same fix." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "glm-4v-9b load failure vs cjvt/sleng-bert load failure; different model-specific issues." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "resume_from_checkpoint key mismatch vs Qwen2.5-VL rope index scaling; unrelated bugs." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash vs torch.export failure with torch_compilable_check; different subsystems." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU-offload mismatch vs DAC.from_latents/STE mismatch; unrelated failures." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert vs Gemma4 PLE device mismatch; different models and code paths." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head tying/garbage generation vs torch.compile SDPA failure; no shared underlying bug." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs GraniteSpeech PEFT local-checkpoint loading; different issues." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder vs OmDet-Turbo processor/model size mismatch; unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both concern offloading/quantization, but one is dequantized-model loading on cpu/gpu offload and the other is a broader offloading complaint; not clearly the same bug." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 documentation errors vs Qwen2.5-VL multi-image finetuning failure; unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig vs composite Qwen config unwrap issue; different config bugs." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight tying/serialization bug vs dtype mismatch in bfloat16 inference; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MOE weight conversion/loading problem vs missing supports_gradient_checkpointing flag; different model-load fixes." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI padding-mask issue vs Perceiver resolution/interpolate_pos_encoding bug; different code paths." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss-20b vs Whisper empty-transcription generation failure; unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression vs gradient-checkpointing ineffectiveness; different underlying problems." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "lm_head serialization inconsistency vs Qwen3.5 visual-encoder key serialization regression; different save_pretrained bugs." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight-tying generation bug vs BitNet packed-weight loading bug; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiT reduce_labels returns only one label vs Molmo missing all_tied_weights_keys; different issues." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL load failure vs strict granite_speech config loading failure; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization regression vs tokenization changing across versions; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 12, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823", + "issue:46050" + ], + "soft_pairs": [ + "issue:43881|issue:44991", + "issue:41720|issue:44977", + "issue:44008|issue:45823", + "issue:43404|issue:45357", + "issue:45632|issue:45684", + "issue:34634|issue:35707", + "issue:43577|issue:43708", + "issue:35707|issue:41720", + "issue:42617|issue:42915", + "issue:44186|issue:45072", + "issue:44423|issue:45406", + "issue:44877|issue:44991", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:43749|issue:44534", + "issue:44610|issue:44898", + "issue:36331|issue:42617", + "issue:43873|issue:44756", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:43322|issue:46050", + "issue:44479|issue:44918", + "issue:44387|issue:45704", + "issue:42915|issue:43317", + "issue:43316|issue:44913", + "issue:41720|issue:43322", + "issue:43295|issue:45701", + "issue:40990|issue:45701", + "issue:41720|issue:45161", + "issue:45081|issue:45812", + "issue:41720|issue:42617" + ], + "prepared_review_unit_hash": "0d4953e35e0a427fc046a41e8bdbbb94f4e9d3496e41af535373b6826f279b84", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36782, + "estimated_input_tokens": 9196, + "estimated_eval_tokens": 18648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most items are model-specific regressions or unrelated bugs around tokenization, loading, quantization, offload, or trainer behavior. None of the soft pairs look like the same concrete bug/change, so I reject all duplicate candidates.", + "confidence": 0.78, + "canonical_issue_reason": "#43873 is the broadest and most active loading/offloading regression in the set, with inbound references and discussion; if a single anchor is needed, it best represents the recurring quantization/offload theme.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 is the most central/general issue among otherwise unrelated reports, but the cluster does not really form a true duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different failure modes: model loading failure vs tokenizer loading regression." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen3-family models, but one is a device-mapping CUDA assert and the other is a flash-attention generation bug; not the same underlying issue." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n forward variable-name collision is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both are multimodal model regressions, but the concrete bugs differ: weight tying in Mistral3 vs incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision and read-only permission propagation are separate save/load filesystem issues." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset handling and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation bug and Trainer max_steps resume calculation bug are unrelated subsystems." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with embeddings is unrelated to Qwen3 device-mapping CUDA failure." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "A 3D parallel script failure and a Qwen3Moe FP8 loading issue are different problems." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to bf16 dtype mismatches in model inference." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both crash in serving contexts, but the concrete processor/attribute failures are different." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejection for granite_speech is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile SDPA failure and packed-weight unpacking during accelerate loading are different code paths." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss signature breakage is unrelated to Qwen3Moe FP8 loading." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video-shape bug and tokenization behavior change are not the same issue." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU-efficient loading regression and non-persistent buffer junk fill are separate Transformer internals issues." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "OmDet-Turbo processor image-size mismatch is unrelated to Perceiver non-default-resolution failure." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected compute_loss kwarg and 3d_parallel.py failure do not share a concrete root cause." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offload behavior and Strix Halo mmap OOM are both memory-related but not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on batched padding/truncation and processor output-size mismatch are different preprocessing bugs." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both involve offload/compute behavior, but one is SDPA compile failure and the other is a CPU-offload device mismatch for Bark-small." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfault and sinq save/load breakage are unrelated model-loading problems." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression in Qwen VL models and Qwen3.5 input-embedding unpacking with TRL are different bugs." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "int4 quantization memory growth and apex FusedRMSNorm leak are different memory issues in different models." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 failure and dequantized-model gpu/cpu offload loading failure are distinct quantization/offload paths." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload regression are unrelated config bugs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Llava Next segfault are different models and failure modes." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer API regression and tokenization-output changes are related only at a very broad level; not the same concrete bug." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity anomaly on gpt-oss-20b is not the same as generic tokenization changes." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device-map crash and GPT-OSS MoE tensor-parallel issue are different model/runtime failures." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and Granite tokenizer wrong IDs are both tokenizer bugs, but with different models and distinct root causes." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 CUDA assert under auto device mapping and failure to run 3d_parallel.py are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 13, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42617", + "issue:42915", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43881", + "issue:43927", + "issue:44186", + "issue:44361", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44671", + "issue:44743", + "issue:44898", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:43531|issue:43572", + "issue:43526|issue:43881", + "issue:43540|issue:43782", + "issue:36010|issue:42617", + "issue:44671|issue:44743", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:45406|issue:45464", + "issue:29159|issue:36032", + "issue:43606|issue:43720", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:44492|issue:44509", + "issue:43421|issue:45701", + "issue:42915|issue:43322", + "issue:43388|issue:45059", + "issue:43606|issue:43653", + "issue:44514|issue:44545", + "issue:43531|issue:45759", + "issue:34567|issue:35707", + "issue:43421|issue:43927", + "issue:44368|issue:45357", + "issue:44451|issue:44991", + "issue:42490|issue:43329", + "issue:44898|issue:45072", + "issue:41720|issue:43746" + ], + "prepared_review_unit_hash": "5cf3870bc7035d6e655597199bc5502998edd050126a22987cc669992d1b23a4", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35066, + "estimated_input_tokens": 8767, + "estimated_eval_tokens": 17790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: nearly all soft pairs are distinct bugs or regressions that only share a broad subsystem. The only clear duplicate is the pair of identical Qwen2_5_VLProcessor batched padding crashes.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44514 is the best canonical issue because it is an exact duplicate of issue:44545 (same title, same batched `apply_chat_template` crash with `padding=False`), and it is the earlier report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the strongest representative of the cluster\u2019s only true duplicate pair; it has the clearest one-to-one duplicate relationship and can anchor triage for that bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Both are model/config-related, but they describe different problems on different models: `sliding_window` behavior in Qwen3-MoE versus missing `pad_token_idx` in StableLmConfig." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "One is a Beit image processor label-reduction bug; the other is a glm-4v model loading failure. No same code path." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one fails on video input processing and the other fails in `from_pretrained` with `weight_only=True`. Different concrete bugs." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "An import error for `GenerationMixin` is unrelated to a `3d_parallel.py` runtime failure." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are unrelated model bugs." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one is about updating the post-processor after runtime special-token changes while the other is a Granite token-ID regression during `AutoTokenizer` loading." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer classes and different failure modes; these do not look like the same underlying bug." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing `_tokenizer` in transformers serve is a different path from Qwen3.5 streaming inference failures." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency is not the same as T5 tokenizer loading breaking on an `add_special_tokens` method conflict." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading/offload-related, but one is a CPU offload device mismatch for Bark and the other is packed-weight unpacking for BitNet. Different fixes." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image segmentation-map processing and Bark voice preset handling are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "A `torch.compile`/SDPA failure for Bamba is not the same bug as BigBirdTokenizer mask-token registration and empty decode output." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategy docs is unrelated to docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Runtime post-processor synchronization after token changes is different from a broad version-dependent tokenization change report." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Llava Next segmentation fault are different model-specific crashes." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "A metrics-gathering bug that drops tuple label elements is not the same as SAM3 text/bounding-box weird behavior." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and tokenizer special-token registration are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact duplicate: same title, same Qwen2_5_VLProcessor batched `apply_chat_template` crash when `padding=False`." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "`sliding_window` behavior in Qwen3-MoE is a different issue from `AutoModelForCausalLM.from_config` not unwrapping `text_config` in multimodal configs." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token-count tracking and progressive generation with `inputs_embeds`/`past_key_values` are different bugs." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Post-processor updates for modified special tokens are distinct from DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about `tie_word_embeddings` is unrelated to saving incorrect visual-encoder keys." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they reference different models and no shared concrete code path is evident." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "A local-path trailing-slash import warning is unrelated to an undefined-variable bug in the video branch of `_get_num_multimodal_tokens`." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver non-default-resolution failure with position interpolation is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are different failures with different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the soft-edge pairs. The only clear duplicate identified in the cluster is the Qwen2_5_VLProcessor batched padding crash pair (44514/44545), and the remaining verdicts 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": 17, + "review_unit_index": 14, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:30064", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923" + ], + "soft_pairs": [ + "issue:44987|issue:45042", + "issue:43873|issue:45704", + "issue:43531|issue:44589", + "issue:45759|issue:45859", + "issue:44062|issue:44451", + "issue:33666|issue:35707", + "issue:39692|issue:44610", + "issue:45704|issue:45923", + "issue:45588|issue:45759", + "issue:42886|issue:44843", + "issue:45663|issue:45923", + "issue:43421|issue:43653", + "issue:44918|issue:44936", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:43525|issue:43531", + "issue:43782|issue:45381", + "issue:45704|issue:45859", + "issue:45081|issue:45356", + "issue:34634|issue:41720", + "issue:45356|issue:45907", + "issue:44625|issue:45479", + "issue:39692|issue:43873", + "issue:43994|issue:44671", + "issue:43596|issue:44220", + "issue:44220|issue:44661", + "issue:43720|issue:43819", + "issue:43540|issue:44008", + "issue:30064|issue:36010" + ], + "prepared_review_unit_hash": "ac3b496cd01d0a8e89a5212b05e3b5d2c94973590943350804dad241e7306ca6", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36048, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous soft-similarity noise across unrelated issues. The only clear duplicate-style match is the offline tokenizer/cache regression pair; the rest differ in model, subsystem, or root cause.", + "confidence": 0.77, + "canonical_issue_reason": "44843 is the clearest root-cause report: it names `_patch_mistral_regex`, the unconditional `model_info()` call, and the HF_HUB_OFFLINE failure path directly.", + "canonical_pr_reason": null, + "best_issue_reason": "44843 is the most actionable and code-path-specific issue here, making it the best canonical representative for the accepted duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: model loading regression vs PIL image processor torchvision dependency." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Unrelated areas: quantization/offloading behavior vs T5 RMSNorm memory leak." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3-MoE sliding window vs Float8 storage loading." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen, but one is config unwrapping and the other is CPU-offload incompatibility in rotary embedding; not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer error vs a model-specific load failure; no clear shared root cause." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Multi-GPU training and progressive generation are different problems." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both touch vision docs/processors, but the concrete failures and models differ." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Memory leak in apex RMSNorm is unrelated to a missing capability flag on a trust_remote_code model." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink handling vs Qwen multimodal config unwrapping are different code paths." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same offline tokenizer-load bug: both point to HF_HUB_OFFLINE failures in the tokenizer loading path, and 44843 identifies the root cause in `_patch_mistral_regex`." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 attention bug is unrelated to Nemotron gradient-checkpointing support." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both mention special tokens, but one is runtime post-processor updating and the other is BigBird mask-token registration." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT embedding unpacking and trainer evaluate-after-train behavior are distinct trainer issues." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to ZeRO-3 gradient growth." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Post-processor refresh for special tokens is not the same as LayoutLMv2 NER/padding crashes." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "A missing `pad_token_id` attribute and a sliding-window Qwen3-MoE bug are different failures." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight-only loading error and Qwen2.5-VL video position-id bug are different issues." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Same broad family only; the RMSNorm leak and CPU-offload rotary issue do not share a concrete code-path bug." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve `fix_mistral_regex`, but one is a tokenizer crash and the other is a Kimi-K2.5 regression with codec/warning issues; not clearly the same bug." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice preset and Qwen3 auto device mapping failures are unrelated." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression in `fix_mistral_regex` is unrelated to `list_repo_files` revision forwarding." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Config propagation for Qwen3.5 and single-label zero-loss classification are different problems." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 example issues and quantization offloading are different failure modes." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 nonsense outputs vs CamemBERT masked-LM regression." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed zero3 initialization crash and fbank feature extraction bug are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and tokenizer mapping registration are different code paths." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC latent conversion/STE mismatch are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video-input validation in Qwen3OmniMoe is unrelated to Gemma3n's audio mask variable collision." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation map processing and GenerationMixin import failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. Most pair rejections are well supported by distinct titles/subsystems. The one accepted duplicate-style match, 42886 \u2194 44843, is plausibly the same offline tokenizer/cache regression based on the explicit HF_HUB_OFFLINE and tokenizer-loading wording. No obvious overstatement beyond the 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": 17, + "review_unit_index": 15, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:42915", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43873", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44625", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46050" + ], + "soft_pairs": [ + "issue:43746|issue:46050", + "issue:43618|issue:43697", + "issue:43653|issue:43720", + "issue:43388|issue:46032", + "issue:45183|issue:45479", + "issue:44077|issue:44625", + "issue:43335|issue:43756", + "issue:42915|issue:43746", + "issue:43716|issue:44008", + "issue:43550|issue:45072", + "issue:43295|issue:45834", + "issue:43550|issue:43819", + "issue:43746|issue:43873", + "issue:43950|issue:45987", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:44062|issue:44488", + "issue:43653|issue:43819", + "issue:43643|issue:44877", + "issue:43540|issue:45381", + "issue:43531|issue:43643", + "issue:43782|issue:44977", + "issue:43577|issue:43818", + "issue:44448|issue:44671", + "issue:43421|issue:44811", + "issue:44561|issue:45020", + "issue:30064|issue:36331" + ], + "prepared_review_unit_hash": "418541aee0561ca3a67cc45f64ab36d44883aa08cc3b4d9476d0b0aa68c5f72b", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36283, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers regressions across loading, tokenization, multimodal preprocessing, quantization, and model-specific inference bugs. None of the proposed soft pairs look like the same underlying defect, so I would not merge any of them.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s dominant theme: recent-version regressions that break remote_code / from_pretrained model loading paths. It best captures the general load-time regression surface, even though the cluster is heterogeneous overall.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best single issue to anchor the cluster because it is the most umbrella-like and likely to absorb several of the other load/regression reports conceptually. It is still not a true duplicate of most others, just the most representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both are loading-related, but one is PEFT adapter local checkpoint loading and the other is quantized save_pretrained/from_pretrained corruption. Different failure modes and code paths." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions missing is a field/serialization regression; RTDetrV2 differing outputs is a model inference change. Unrelated bugs." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration versus BitNet packed-weight unpacking during accelerate loading are different subsystems and defects." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric-gathering label truncation and Mamba2 use_cache correctness are separate runtime paths with no shared underlying bug." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation/error-message logic is not the same issue as degenerate zero loss from problem_type/num_labels handling." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are different configuration bugs." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers layer construction with zero sparse layers and Smollm3 RoPE-layer dropping are distinct model-setup errors." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and GraniteSpeech PEFT checkpoint loading are unrelated model/loading problems." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 dtype mismatch in preprocessing is not the same as Gemma3n variable-name collision in forward()." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba SDPA torch.compile failure and SwitchTransformers/TimmWrapper bf16 dtype mismatch are different model and path issues." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor.tokenizer regression with image inputs is not the same bug as Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile/SDPA and DAC.from_latents vs forward mismatch are unrelated concrete bugs." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT checkpoint loading and quantization offloading behavior are different code paths; no evidence of the same defect." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained and StaticCache.get_seq_length returning a tensor are unrelated issues." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer padding/truncation crash and Perceiver image-resolution failure are different model/component bugs." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch mistral regex helpers, but one is offline model_info calls and the other is missing backend_tokenizer access. Same area, different concrete failures." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor duplication and failure to load cjvt/sleng-bert are not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC latent reconstruction mismatch are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "trust_remote_code missing fields and strict config rejecting granite_speech config are both config-loading issues, but not the same underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3OmniMoe video-input failure and qwen2.5-vl vision_position_ids wrong are different multimodal bugs." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and trust_remote_code config field loss are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation failure are distinct issues." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype loading mismatch and Video-LLaVA temporal-attention/weight-sharing problems are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "These are both v5 behavior regressions, but they affect different models and different output paths." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime post-processor updates for special tokens and Whisper skip_special_tokens decoding are separate tokenizer/processor behaviors." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code is related to remote_code regressions, but it is a different specific breakage and code path than the broad umbrella issue." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor void segmentation maps and CustomTrainer compute_loss keyword mismatch are entirely unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 16, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:39692", + "issue:42175", + "issue:43262", + "issue:43322", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43650", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44186", + "issue:44368", + "issue:44442", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45538", + "issue:45584", + "issue:45685", + "issue:45701", + "issue:45834" + ], + "soft_pairs": [ + "issue:43825|issue:43994", + "issue:44821|issue:45084", + "issue:39692|issue:45834", + "issue:45584|issue:45834", + "issue:44485|issue:44509", + "issue:43322|issue:45685", + "issue:44479|issue:45834", + "issue:43606|issue:45072", + "issue:43825|issue:43827", + "issue:44186|issue:44442", + "issue:34634|issue:36010", + "issue:44805|issue:44936", + "issue:43577|issue:43582", + "issue:43452|issue:44991", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:42175|issue:45081", + "issue:43720|issue:45072", + "issue:43404|issue:43782", + "issue:45081|issue:45406", + "issue:43650|issue:43906", + "issue:44671|issue:45701", + "issue:43582|issue:44857", + "issue:44060|issue:44368", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:45084|issue:45538", + "issue:43742|issue:45020" + ], + "prepared_review_unit_hash": "b212b1a24b67fc4ce0d44b9842c0c4c4c7c26f7c26ab09067ad97636503bdb10", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36187, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No strong duplicate clusters emerge from these soft pairs; most are adjacent regressions in the same library areas but describe different concrete failures. The best representative issue is the broad tokenizer-regression report, not because it duplicates the others, but because it is the most central anchor among this set.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45701 is the broadest and most central report in this set, with multiple inbound references and an active discussion, so it is the best representative anchor if one issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most general issue here and the closest thing to a cluster hub; the other issues are narrower, model-specific, or unrelated symptoms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Different problems: a v5 pipeline error-message regression versus a SigLIP2 model/pipeline quality issue." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated failures: loading AutoImageProcessor from URL versus a Jinja/template compilation TypeError." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc/example mistakes are not the same bug as Kosmos2.5's long-OCR input index error." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription/alignment bug is unrelated to the Kosmos2.5 OCR index error." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "RoPE implementation discussion and docs mentioning removed pipeline tasks are different issues." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "A Llava Next loading segfault and an MPS int-histogram error in moe are not the same code-path bug." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos OCR index error are unrelated model-specific failures." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Bark CPU-offload device mismatch is not the same as the dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "They share the v5 pipeline-removal theme, but one is a runtime error-message issue and the other is docs cleanup; not the same concrete bug." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and FastSpeech2ConformerTokenizer loading failure are different tokenizer bugs." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset failure is unrelated to the GenerationMixin import-path ImportError." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/tensor shape IndexError versus trainer.evaluate() failing after train are different failures." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype-loading bug and AppleSilicon warmup TypeError do not share the same underlying cause." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both concern loading, but gguf_file breaking from_pretrained and a specific tokenizer load failure in v5 are not the same issue." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "The added-token spacing bug may be one symptom, but 29159 is broader inconsistent slow/fast tokenizer behavior and not clearly the same concrete defect." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor/model image-size mismatch is unrelated to the dtype mismatch reported here." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing TensorFlow in torch extras and a Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weights unpacking during accelerate loading is a different bug from a dtype mismatch in other models." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Mistral3 tied-weights warning bug and Qwen3VL weight_only loading error are different model/load-path failures." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are AttributeErrors during loading, but they involve different missing attributes and different processor/tokenizer paths." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "'ADD THE DATA' is not a concrete bug report and is not the same as the isolated reproduction issue." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression and a broad tokenizer-version-change report are related only at a high level, not the same bug." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon warmup TypeError and CUDA float16 AMP crash are different platform-specific issues." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but they are different model families and symptoms; not one concrete bug." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate defaulting and DAC.from_latents vs forward mismatch are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "reduce_labels returning one label and RTDetrV2 output divergence are different model/processor bugs." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation errors and CLIPTokenizer model_max_length behavior are unrelated tokenizer/template issues." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A key error for one model is not the same as the broad remote_code regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 17, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:44291", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45488", + "issue:45600", + "issue:45759", + "issue:45803", + "issue:45859" + ], + "soft_pairs": [ + "issue:43653|issue:44912", + "issue:43329|issue:45600", + "issue:45459|issue:45803", + "issue:43644|issue:43749", + "issue:43638|issue:44936", + "issue:44589|issue:45042", + "issue:43746|issue:44811", + "issue:38175|issue:44610", + "issue:43819|issue:43927", + "issue:39692|issue:44912", + "issue:43854|issue:44977", + "issue:36010|issue:43645", + "issue:43550|issue:44912", + "issue:43526|issue:44554", + "issue:34634|issue:36331", + "issue:43720|issue:44610", + "issue:43454|issue:43577", + "issue:43749|issue:44291", + "issue:43531|issue:45042", + "issue:43257|issue:43329", + "issue:43262|issue:44811", + "issue:36010|issue:36331", + "issue:44568|issue:45356", + "issue:42490|issue:43257", + "issue:43643|issue:45759", + "issue:43329|issue:44479", + "issue:43329|issue:43450", + "issue:44568|issue:45488", + "issue:34567|issue:40990", + "issue:43606|issue:45859" + ], + "prepared_review_unit_hash": "29b51eb2730e5621659141944018aa06e6fbe1a8b5c20ec40f50080b6198689b", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36589, + "estimated_input_tokens": 9148, + "estimated_eval_tokens": 18552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft-edge pairs should be rejected on the evidence provided. The Qwen video issues are related in subsystem, but issue:43329 is a specific multimodal token-counting bug while issue:44479 is a broader video-input regression, which is not enough to prove the same underlying bug or code path.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44479 is the best canonical issue candidate because it is the broadest, most user-facing report in the cluster and names the full affected Qwen VL family; issue:43329 is narrower and looks more root-cause-specific, but not strong enough to merge them as duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest representative issue for the cluster because it captures the widest scope and clearest regression framing, while the other issues are either unrelated or too weakly connected to be treated as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Different failure modes and components: tokenizer special-token decoding vs quantization/load fallback." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Same broad multimodal area, but one is a video-token counting bug and the other is a stale auto-mapping reference; not the same bug." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve error handling, but they affect different tokenizer/feature code paths and different concrete failures." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading-related, but the actual bugs differ: non-persistent buffer init vs FSDP RAM-efficient loading regression." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training/evaluation failures with no shared underlying code path shown." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated problems: float8 storage lookup error vs PIL backend requiring torchvision." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different models and APIs: PEFT/local checkpoint loading vs Whisper batch decoding behavior." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different model families and symptoms: zero probabilities vs processor input-size mismatch." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs in different components: DAC latent conversion vs config token IDs after save/load." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation/example cleanup and quantization fallback are separate issues." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model-loading/runtime failures with no shared concrete code path indicated." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both involve import/model initialization, but they are different APIs and failure mechanisms." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "A torch.compile + SDPA issue is not the same as an MXFP4 quantization load fallback." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Different components and bugs: BEiT label reduction vs MPS attention correctness." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "No shared underlying bug; Bark voice preset handling is unrelated to a CustomTrainer signature change." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight loading in BitNet is unrelated to OmDet-Turbo processor output shape/size." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different model-specific issues: weight tying in AyaVision vs dtype propagation in BLIP2." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-related, but one is an FSDP-efficient-loading regression and the other is an init_empty_weights argument mismatch." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "A Qwen3-MoE sliding-window issue is unrelated to PIL backend torchvision requirements." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Accelerate+DeepSpeed weight conversion is unrelated to multimodal video token counting." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sample-rate defaults and Whisper decode skipping are different processor behaviors." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and compute_loss signature mismatch are unrelated trainer/runtime problems." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions affecting different tokenizer classes and root causes." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path import warning is unrelated to Qwen3 MoE weight conversion during accelerate/deepspeed loading." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Different config-handling bugs: missing fields from trust_remote_code vs text_config unwrapping for composite multimodal configs." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Related in scope, but the evidence only shows a broad video/VLM overlap; it does not establish the same broken code path or same bug." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "One is a multimodal token-counting bug; the other is a batched video processor shape bug." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Different tokenizer regressions affecting different tokenizer classes and different behavior." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking and perplexity on gpt-oss are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and different failing code paths." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The negative soft-edge verdicts are generally conservative, but the one accepted pair is too strong for the evidence in the packet. From titles alone, issue:43329 is a specific multimodal token-counting bug in a video branch, while issue:44479 is a broader video-input regression across several Qwen VL variants. That supports broad similarity, but not that they are the same broken code path or the same bug. The summary also overstates this by calling it the only plausible duplicate-looking pair. Please downgrade that pair to a tentative/uncertain match or reject it." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 18, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:24643", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43646", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44737", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45538", + "issue:45588", + "issue:45701", + "issue:45823", + "issue:45907", + "issue:45987" + ], + "soft_pairs": [ + "issue:44849|issue:45701", + "issue:43697|issue:45357", + "issue:29159|issue:34567", + "issue:43257|issue:43931", + "issue:44291|issue:45042", + "issue:42915|issue:43742", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:33357|issue:34567", + "issue:42915|issue:44821", + "issue:43927|issue:44912", + "issue:44479|issue:45381", + "issue:44987|issue:45907", + "issue:44987|issue:45538", + "issue:42915|issue:45538", + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:43317|issue:45538", + "issue:38175|issue:44898", + "issue:43404|issue:45987", + "issue:43577|issue:45072", + "issue:45137|issue:45405", + "issue:43257|issue:43756", + "issue:24643|issue:29159", + "issue:43742|issue:44291", + "issue:44062|issue:44991", + "issue:44737|issue:45588", + "issue:43540|issue:45823", + "issue:43257|issue:43696", + "issue:43906|issue:45381", + "issue:44062|issue:45081", + "issue:34567|issue:36331", + "issue:43646|issue:43749" + ], + "prepared_review_unit_hash": "02d9766c4c35a24d9253b4dd6027683264a48b912f64b12e040be3df849a4fb4", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37603, + "estimated_input_tokens": 9401, + "estimated_eval_tokens": 19058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of closed issues with a small Qwen video-input regression subcluster. The only clear near-duplicate here is the v5.3.0 Qwen video-input regression pair (44479/45381); the rest are too model- or subsystem-specific to merge.", + "confidence": 0.77, + "canonical_issue_reason": "issue:44479 is the best representative because it states the broad v5.3.0 video-input regression affecting multiple Qwen VL variants and subsumes the narrower 45381 report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest cluster representative: broad scope, explicit regression framing, and it aligns with the only accepted soft duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different problems: Qwen3.5 hidden-state behavior vs. tokenizer/version-dependent tokenization changes." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different code paths and symptoms: RTDetrV2 forward outputs vs. Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and TrainerState token counters are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both touch Qwen3 loading, but one is MOE weight conversion with accelerate+deepspeed and the other is a Qwen3-VL shape mismatch; not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Init_empty_weights/_is_hf_initialized and PIL image processor torchvision requirements are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different failures: FineGrainedFP8Config on Qwen3Moe vs. a MobileLLM-125M key error." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer/AutoModel gguf loading and AppleSilicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both are Qwen family issues, but one is device-mapping cuda assert and the other is video-input parsing; not the same concrete bug." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "CLIP Mac bus error and TrainerState token tracking are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 failure and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token IDs vs. git-oss MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen VL video-input regression in transformers v5.3.0; 45381 is a narrower manifestation of the broader 44479 report." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer/model loading failure and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model-specific tokenizer loading failure vs. CLIPTokenizer model_max_length bug." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FP8 Qwen3Moe load failure and CLIPTokenizer max-length issue are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different video-input bugs in different Qwen multimodal models; not clearly the same underlying defect." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related, but the affected models and reported failures differ enough that they do not look like the same bug." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized model offload loading and CLIPTokenizer max-length are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver interpolation failures are unrelated vision bugs." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "lm_head tying in Mistral3 and StaticCache sequence-length return type are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both involve dtype issues, but on different models and code paths; not the same concrete bug." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and a PEFT version bump are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE weight conversion and Smollm3 RoPE-layer count are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension error and tokenizer slow/fast inconsistency are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and init_empty_weights unexpected argument are unrelated load-time failures." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-load failures, but the models and specific failure modes are too different to treat as the same bug from the available evidence." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange bug and flash_attention sinkless-model AttributeError are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different device-mapping/video-input failures; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE weight conversion and GPT-oss OOM are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "No clear linkage: one is an isolated reproduction of another issue, the other is a Qwen VL video-input regression." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-argument duplication and Mistral regex/backend_tokenizer failure are different tokenizer issues." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and compute_loss signature change are unrelated training API issues." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model init breakage and FSDP CPU RAM efficient loading failure are different problems despite both involving loading." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted near-duplicate pair, 44479/45381, is well-supported as the same Qwen VL video-input regression family, and the rest of the soft-edge rejections are appropriately cautious given the differing models, subsystems, or failure modes. No mergeability issue is apparent for the accepted pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 19, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34689", + "issue:36010", + "issue:41762", + "issue:42175", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43994", + "issue:44291", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45920" + ], + "soft_pairs": [ + "issue:43493|issue:43994", + "issue:43749|issue:44756", + "issue:36010|issue:42175", + "issue:42175|issue:43824", + "issue:45357|issue:45920", + "issue:44291|issue:44821", + "issue:43643|issue:45375", + "issue:43452|issue:44488", + "issue:44792|issue:44964", + "issue:45042|issue:45081", + "issue:28282|issue:34689", + "issue:43526|issue:45479", + "issue:43742|issue:44589", + "issue:43756|issue:45325", + "issue:45405|issue:45600", + "issue:43531|issue:44821", + "issue:43697|issue:45216", + "issue:28282|issue:29127", + "issue:44514|issue:45381", + "issue:43720|issue:44898", + "issue:43582|issue:44977", + "issue:42175|issue:44938", + "issue:44484|issue:44704", + "issue:41762|issue:44936", + "issue:44625|issue:44877", + "issue:43452|issue:43577", + "issue:43452|issue:44843" + ], + "prepared_review_unit_hash": "498be8b0073004fa785366fb531538c3ab59a44808b8bb1855365d00a41096b8", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36124, + "estimated_input_tokens": 9031, + "estimated_eval_tokens": 18318 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly false positives: they share broad themes like model loading, config handling, or tokenizer regressions, but they do not look like the same concrete bug or fixable change. No clear duplicate cluster emerges from these issues.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest representative because it describes a broad, active AutoTokenizer regression affecting multiple model families, with clear user impact and a concrete loading/token-ID code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both are about SigLIP2, but one is an HF-vs-JAX implementation discrepancy and the other is a nonsensical-results report; they do not clearly point to the same concrete defect." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "These are unrelated failures: FSDP CPU RAM-efficient loading vs disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "GenerationMixin import failure and missing TensorFlow backend packaging are different problems with different code paths." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "A packaging/backend omission is not the same as the Qwen2.5-VL import error." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both involve Qwen3.5/serialization or tokenization regressions, but they concern different failures: save_pretrained key handling vs wrong token IDs at inference." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights TypeError and loading AutoImageProcessor from URL are unrelated bugs." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention config fields being dropped, but one is a generic trust_remote_code loading issue while the other is a specific Qwen3_5MoeVisionConfig field omission." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "General gguf_file loading breakage and a specific model load failure are not the same underlying issue." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal/model-loading reports, but they target different models and failure modes." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency handling is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "A missing PyTorch ImportError and a Llama 3.2 vision model-loading breakage are distinct issues." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "One is a BeitImageProcessorFast label reduction bug; the other is a sequence-classification zero-loss problem across models." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "KeyError while loading MobileLLM-125M and a Float8 storage lookup TypeError are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both are RoPE-related, but they affect different models and different position-index calculations." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT minimum-version bump and stale auto_mappings references are separate maintenance issues." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output differences in v5 and Qwen3.5 save_pretrained regression are different code paths." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import and LayoutLMv3 box-validation error are not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL processing, but one is batched chat-template padding behavior and the other is video vision_position_ids correctness." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver interpolation failure are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation issues do not share the same fix." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "A packaging/backend issue and a Python 3.14 load failure are different failures." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size behavior and AutoProcessor cached_file kwargs passing are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading failure and trainer.evaluate after train are separate runtime issues." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and granite_speech strict-config loading are different config bugs." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage and BLIP2 dtype remaining float32 are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading and offline model_info calls in mistral regex patch are different loading regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 20, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:38175", + "issue:41720", + "issue:43295", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45290", + "issue:45356", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45823", + "issue:46002", + "issue:46050" + ], + "soft_pairs": [ + "issue:44514|issue:45290", + "issue:43295|issue:45356", + "issue:44466|issue:45005", + "issue:24643|issue:29127", + "issue:43819|issue:44811", + "issue:44936|issue:45823", + "issue:30064|issue:33666", + "issue:43653|issue:44361", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43653|issue:44568", + "issue:43577|issue:43697", + "issue:43643|issue:44561", + "issue:44843|issue:44991", + "issue:44464|issue:44743", + "issue:41720|issue:43906", + "issue:44493|issue:46050", + "issue:29159|issue:33357", + "issue:43653|issue:43927", + "issue:45491|issue:46002", + "issue:43531|issue:43742", + "issue:43550|issue:43927", + "issue:43688|issue:45440", + "issue:44464|issue:44977", + "issue:43550|issue:44361", + "issue:43577|issue:45588", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:32090|issue:34567", + "issue:43504|issue:44610" + ], + "prepared_review_unit_hash": "fcbf8f3be6d54ad2fb83fcca24a1e8034eb5fcfdbb7478fe690d2bcdf77596a3", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36842, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous. I only see two plausible duplicate islands: the apply_chat_template crash around assistant tool-call messages, and the v5 tied-weights serialization issue. Everything else looks model- or symptom-specific enough to keep separate.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical spans the whole set; issue 45290 is the cleanest anchor for the apply_chat_template crash duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45290 is the best representative because it states the core failure mode most generally, without the extra model-specific narrowing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:45290", + "accept": true, + "reason": "Same underlying crash in apply_chat_template with assistant tool-call messages/no content; the Qwen2_5_VLProcessor report is a narrower instance of the generic bug." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different regressions: processor.tokenizer/image-passing breakage vs Kimi codec handling and a misleading warning." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same v5 tied-weights serialization problem around lm_head.weight/model device." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated DeepSpeed shape error vs LayoutLMv3 box-validation messaging." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different code paths: DAC forward mismatch vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer evaluate-after-train bug vs Gemma4 PLE device-map mismatch." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation-map preprocessing vs Qwen2-VL multi-GPU training; no shared bug." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer failures on different models and symptoms." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to the processor.tokenizer regression." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLuke tokenizer AttributeError vs FastSpeech2Conformer tokenizer loading failure." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern tokenizer special tokens, but they are different models and different failure modes." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype retention and RTDetrV2 output drift are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "AutoConfig missing fields vs trust_remote_code breakage from removing is_torch_fx_available." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info call in a regex patch vs a tokenizer-loading regression for a specific model." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs Qwen3_5 recurrent-state reset are different concrete bugs." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "CUDA assert with auto device mapping vs an isolated reproduction of another issue." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys vs quantized save/load failure are not the same defect." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency vs MacOS CLIP bus error; no concrete overlap." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird decode/special-token bug vs DiaConfig custom token IDs lost on save/load." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Different NaN symptoms in different model paths; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window issue vs MobileLLM load key error." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile+SDPA failure vs config save/load token-ID loss." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "MoE auxiliary-loss normalization bug vs native/remote DeepSeekV3 divergence are related only at a very broad subsystem level." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward vs flash-attention generation failure are not the same code-path problem." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different model-specific failures with no shared underlying defect." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype bug vs flash_attention sink-less-model crash are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field load failure vs torch.compile/SDPA failure." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field load failure vs packed-weight loading failure." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error vs TrainerState token counter not updating." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy-field load failure vs processor/model image-size mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is appropriately conservative and grounded in the packet. It only elevates two plausible duplicate clusters, and the rest of the pair verdicts stay model/symptom-specific without overclaiming. The chosen representative issues are reasonable given the titles and soft-similarity signals." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 21, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45357", + "issue:45405", + "issue:45704", + "issue:45803", + "issue:45812", + "issue:45823", + "issue:45987", + "issue:46050" + ], + "soft_pairs": [ + "issue:43122|issue:43906", + "issue:44466|issue:46050", + "issue:28282|issue:35141", + "issue:43452|issue:44451", + "issue:32090|issue:33666", + "issue:43742|issue:44821", + "issue:45823|issue:46050", + "issue:41720|issue:44464", + "issue:33666|issue:36010", + "issue:43606|issue:43927", + "issue:43493|issue:43825", + "issue:43720|issue:43927", + "issue:44849|issue:45357", + "issue:43525|issue:43572", + "issue:43756|issue:44913", + "issue:44568|issue:45812", + "issue:43262|issue:43295", + "issue:28282|issue:33357", + "issue:43688|issue:43749", + "issue:28282|issue:32090", + "issue:43720|issue:44361", + "issue:33666|issue:36331", + "issue:43577|issue:44554", + "issue:39692|issue:43493", + "issue:43540|issue:44977", + "issue:44964|issue:45405", + "issue:44479|issue:44625", + "issue:45803|issue:45987", + "issue:43688|issue:45704" + ], + "prepared_review_unit_hash": "48737c71935802e5e80404f1be8dc83183e624ed813249d41b80edf63861165f", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36562, + "estimated_input_tokens": 9141, + "estimated_eval_tokens": 18538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a single duplicate cluster: the issues span unrelated bugs across tokenization, multimodal loading, training, configs, and serialization. None of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "If forced to pick one representative, issue:46050 is the most concrete and actionable save/load regression, but the set is too heterogeneous for any issue to be a true canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46050 is the strongest standalone issue in the set: it has a clear failure mode, a focused save/pretrained reproduction path, and is still open. It does not, however, subsume the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Different problems: tokenization drift across versions vs an isolated reproduction of a different upstream issue." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both involve serialization/loading, but one is tied-weights/device-dependent serialization while the other is a quantized save/load breakage; different code paths." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError due to missing PyTorch vs token-embedding resize reinitialization; unrelated failures." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are load failures, but one is gguf/AutoTokenizer/AutoModel handling and the other is a specific model load regression; no shared underlying bug is evident." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer NoneType GPU broadcast error vs Qwen2-VL multi-GPU training issue; different symptoms and likely different fixes." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "KeyError when loading a model vs AutoImageProcessor URL loading; separate loading paths." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device mismatch in forward with auto device map is not the same as quantized model save/load breakage." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert under auto device mapping vs inconsistent outputs with compiled forward/chunked generation; different execution paths." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training vs GenerationMixin import error; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch vs DiaConfig losing custom token IDs on save/load; different root causes." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy vs pipeline error message for translation tasks; not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading bug vs MLukeTokenizer task AttributeError; unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs incorrect visual encoder keys in save_pretrained; separate regressions." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad-token-related attributes, but they affect different config classes and attribute names; too weak to treat as the same bug." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "RoPE-layer mismatch in Smollm3 vs GPTNeoX rotary_pct reverting on reload; related theme, different bug." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer special-token behavior for mdeberta-v3-base vs Granite token ID regression; different models and failure modes." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs processor/tokenizer image-passing regression; different multimodal processor issues." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch ImportError vs MacOS bus error on a CLIP community model; unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization vs broken FSDP CPU RAM efficient loading; different subsystems." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch missing ImportError vs custom Trainer GPU broadcast NoneType TypeError; unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading bug vs tokenizer AttributeError; no shared code-path problem." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation bug vs MPS attention correctness issue; not the same defect." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Docs example/model mismatch plus quantization failure vs core SigLIP2 implementation discrepancy; one is documentation/example-specific, the other is an implementation issue." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe vs flash-attention generation problem in Qwen3.5; different failures." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading regression vs unrelated PEFT minimum-version bump." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen variants vs num_labels propagation in Qwen3.5 config; different code paths." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion vs StaticCache sequence-length contract mismatch; unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization bug vs T5 using a leaking apex RMSNorm; separate issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 22, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:29942", + "issue:30333", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:46050" + ], + "soft_pairs": [ + "issue:43334|issue:43572", + "issue:43756|issue:45083", + "issue:44488|issue:44843", + "issue:43493|issue:43844", + "issue:43334|issue:45759", + "issue:45200|issue:45229", + "issue:43257|issue:43299", + "issue:39692|issue:43295", + "issue:43824|issue:44589", + "issue:43646|issue:44466", + "issue:43504|issue:43606", + "issue:43278|issue:43844", + "issue:45229|issue:45823", + "issue:43572|issue:44291", + "issue:44589|issue:45520", + "issue:43927|issue:44361", + "issue:33357|issue:33666", + "issue:43688|issue:45701", + "issue:43504|issue:43653", + "issue:44423|issue:44734", + "issue:43606|issue:44112", + "issue:43575|issue:45405", + "issue:44792|issue:45405", + "issue:44625|issue:45759", + "issue:45588|issue:46050", + "issue:43994|issue:44493", + "issue:29942|issue:30333", + "issue:44464|issue:45584" + ], + "prepared_review_unit_hash": "13ea93df2c4bac1aa473bd648b7c3de2a4d3b7e3c53b4a9d5d31ea8ca6160782", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35674, + "estimated_input_tokens": 8919, + "estimated_eval_tokens": 18094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most items are unrelated model-specific regressions, config mismatches, tokenizer issues, or load-time failures. None of the soft edges look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.91, + "canonical_issue_reason": "If forced to pick one issue, issue:45701 is the broadest open report, but it is still not a real umbrella for the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45701 is the closest thing to a representative anchor because it is broad and open, but the set is too diverse for a meaningful single canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are version-era config errors, but they affect different models and different missing fields (`pad_token_id` vs `pad_token_idx`)." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Different model families and different bugs: RoPE layer mismatch vs a helper-function behavior issue." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both involve model loading, but one is a specific model failing to load and the other is an HF_HUB_OFFLINE regression in tokenizer patching." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Unrelated problems: SigLIP2 implementation mismatch vs DeepSpeed/ZeRO-3 gradient growth." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen multimodal configs, but one is a missing config field and the other is from_config unwrapping behavior." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Different symptom and scope: fine-tuning token-type defaults vs multi-GPU inference OOM." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE loading, but one is accelerate+deepspeed conversion and the other is a dev-version loading regression." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation-example errors are not the same bug as the processor/tokenizer regression in custom model code." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Different failure modes: missing import for a model class vs missing Float8 storage support." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to device-dependent serialization of `lm_head.weight`." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Different models and different root causes: legacy preset field vs CPU offload device mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift is not the same bug as ZeRO-3 gradient inflation." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is OOM and the other is a forward device mismatch." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both are 5.0 load-time regressions, but the missing config field and the unexpected `_is_hf_initialized` arg are different code paths." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Unrelated import/runtime failures: float8 storage lookup vs flash_attn import key error on Python 3.13." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Both are model/tokenizer errors, but they concern different artifacts and different exception paths." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Completely different models and issues: MacOS CLIP bus error vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and tokenization changes are different bug classes." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "A pretrained preset load failure is unrelated to a tokenizer special-token registration bug." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both affect serving, but they crash in different code paths with different root causes." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real runtime device mismatch is not the same as a stale CI test." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "OOM when loading a model is unrelated to an unmet dependency version bump." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus generation test failure is not the same issue as the PEFT version pin problem." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen3.5/3.6 config plumbing, but one is num_labels propagation and the other is text_config unwrapping." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sinkless-model crash and sinq quantization save/load breakage are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 inference nonsense and position-id key warnings are different symptoms with different likely causes." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention test failures have no overlap with MLFlow reporting after training failure." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription generation failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 23, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43688", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43975", + "issue:44315", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45823", + "issue:46050" + ], + "soft_pairs": [ + "issue:44521|issue:45290", + "issue:43844|issue:44964", + "issue:44554|issue:45446", + "issue:28218|issue:34567", + "issue:43688|issue:43873", + "issue:45084|issue:45520", + "issue:43540|issue:45200", + "issue:29159|issue:32090", + "issue:15354|issue:38175", + "issue:43232|issue:44849", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:43873|issue:46050", + "issue:43278|issue:43701", + "issue:44315|issue:44849", + "issue:44554|issue:45356", + "issue:43295|issue:44610", + "issue:28218|issue:33357", + "issue:44898|issue:45412", + "issue:43572|issue:44987", + "issue:43493|issue:43701", + "issue:44466|issue:45127", + "issue:43572|issue:43957", + "issue:45200|issue:45325", + "issue:37428|issue:43957", + "issue:43295|issue:43450", + "issue:43550|issue:43844", + "issue:43334|issue:43525", + "issue:43824|issue:43975", + "issue:43295|issue:43873", + "issue:38175|issue:45412" + ], + "prepared_review_unit_hash": "d2113b111b7d4b13eb7b10d30a4742a08a61b43b07a7d5e63b969e9acbdaa0c0", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36595, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: tokenizer, multimodal processing, loading/config, training, quantization, and attention bugs are mixed together. None of the soft pairs look like true duplicates or the same fixable code-path change, so I reject all soft edges and see no clear global canonical issue.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is about all-zero assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages; different failure modes." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Unrelated bugs: DeepSpeed/ZeRO-3 gradient growth versus a model-loading import failure for Phi-4 multimodal." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Both touch attention/flex_attention, but one is an MPS correctness issue and the other is a bad PyTorch version check on import; not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing behavior and TrainerState token-count tracking are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Different areas and symptoms: auxiliary-loss normalization versus quantization/offloading behavior." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "A compile/template-node TypeError is unrelated to a flash_attn import key error on Python 3.13." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Both are multimodal-model issues, but one is video processing in Qwen3OmniMoe and the other is Gemma 4 text-only fine-tuning token-type defaults." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer inconsistency versus Trainer distributed broadcast NoneType error; no shared underlying bug." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript generator-expression export error and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs after sync_gpus and Qwen3.5 hidden-state handling are different code paths and symptoms." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both mention Gemma4, but one is missing mm_token_type_ids defaults and the other is a device-map forward mismatch; different fixes." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Bfloat16 dtype mismatches in inference are unrelated to Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading not working is not the same as sinq save_pretrained/from_pretrained breakage." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift in eval and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel application failure in model_init is unrelated to Qwen3.5 output_hidden_states behavior." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi tokenizer codec/regression issues are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both involve processors, but one is processor/tokenizer API regression and the other is an image-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug and MacOS bus error in CLIP are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release are different classes of issue." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "A missing config attribute after 5.0 update is not the same as a model-loading failure for a specific repo on 5.1.0." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and checkpoint resume key mismatch are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied lm_head weights by device is not the same as LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and meta-device loading failures are different root causes." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 token-type defaults and Qwen2.5-VL rope indexing are unrelated multimodal bugs." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import error and meta-device model-loading breakage do not share the same underlying problem." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression and batched video shape bug are different failures." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "A torch.compile SDPA failure in Bamba is unrelated to DeepSpeed/ZeRO-3 gradient inflation." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing pad_token_id-style errors, but they affect different config classes and model families; not the same concrete bug." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "An import error for a missing Qwen2.5-VL class is unrelated to a tokenizer detokenization regression." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor API regression and quantization offloading malfunction are not the same issue." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero probabilities and RT-DETR memory not being released are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 24, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43696", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44442", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:42490|issue:43696", + "issue:42915|issue:43824", + "issue:37428|issue:43824", + "issue:38175|issue:43493", + "issue:44514|issue:44521", + "issue:43653|issue:44112", + "issue:44442|issue:45198", + "issue:43278|issue:43856", + "issue:43827|issue:43901", + "issue:43450|issue:43575", + "issue:42490|issue:43493", + "issue:43819|issue:45083", + "issue:43819|issue:44112", + "issue:43262|issue:43450", + "issue:44610|issue:44857", + "issue:45127|issue:45245", + "issue:44206|issue:45584", + "issue:37428|issue:43425", + "issue:44792|issue:45563", + "issue:43335|issue:43550", + "issue:43606|issue:45083", + "issue:45290|issue:45381", + "issue:44857|issue:45593", + "issue:44448|issue:44743", + "issue:45200|issue:45588", + "issue:43278|issue:43825", + "issue:37428|issue:44351", + "issue:44206|issue:45823", + "issue:43611|issue:43931", + "issue:44360|issue:44561", + "issue:43335|issue:43653" + ], + "prepared_review_unit_hash": "639fd5bf5c05e6c637c43f1ed7f3f22250f20015ef3c63044306553b7a7014f6", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36929, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mixed bag of unrelated Transformers bug reports across different models, processors, and regression types. The soft-similarity pairs mostly share only a broad subsystem/theme, not the same concrete failure, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43824 is the strongest single anchor here: it has the highest discussion/inbound signal among the closed issues and describes a crisp, user-facing import failure with a concrete missing symbol.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is also the best representative issue overall for triage because it is well-scoped, high-signal, and easy to understand; none of the other items appear to be duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Different failures: local-path trailing-slash warning vs CUDA OOM on GPT-oss-20b." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Both are import/runtime breakages, but they affect different models and different missing symbols/code paths." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different absent names and unrelated internal modules." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one is zero probabilities in a specific model while the other is a broader HF-vs-JAX discrepancy; not the same concrete bug." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one crashes on batched padding=False input while the other returns all-zero assistant masks; different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration bug vs a GraniteSpeech CI device-override regression; unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model-loading failures on different architectures and failure modes." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Training/eval dtype mismatch is unrelated to Qwen3 MoE memory usage." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions, but they target different API surfaces and different corrective changes." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video-processor shape bug vs tensor-parallel OOM while loading a large model; not the same issue." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local model import warning is unrelated to the SigLIP2 implementation discrepancy." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different model internals and different helper-function behavior; not one shared defect." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward/from_latents mismatch is unrelated to a GraniteSpeech test/device override failure." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate bug vs batched video processor shape bug; different modalities and code paths." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output-size mismatch vs AMP/CUDA crash in a loss module; separate problems." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge/tied-embeddings collapse is unrelated to the category-cardinality runtime limit." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature-extractor argument regression vs Whisper empty-transcription failure after token alignment; distinct bugs." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "ImportError for a missing flash-attention helper is not the same as a Torch 2.10 compatibility issue." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Failed image-generation test for Janus vs a stale warning in paged generate(); different behaviors." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug vs Bamba torch.compile+SDPA failure; unrelated code paths." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU-offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Tool-call chat-template crash and Qwen2.5-VL video vision_position_ids bug are different symptoms and fixes." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA loss crash vs missing auxiliary losses when denoising is off; not the same underlying defect." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output change is unrelated to Qwen3.5 recurrent-state reset under cache." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 token-type defaulting issue is unrelated to a flash-attention AttributeError on sink-less models." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift is unrelated to the pipeline deprecation/error-message regression." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures for different missing symbols; same broad area, but not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device mismatches, but they affect different models and different forward paths." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base_model_prefix loading regression and Qwen3-VL weight-shape mismatch are separate model-loading failures." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation bug is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer config bug vs tokenizer special-token registration bug; no shared underlying code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 25, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43412", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:44112", + "issue:44292", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45310", + "issue:45372", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45859" + ], + "soft_pairs": [ + "issue:39692|issue:43526", + "issue:43550|issue:44112", + "issue:43388|issue:43526", + "issue:45310|issue:45478", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:43819|issue:44493", + "issue:43335|issue:45083", + "issue:45588|issue:45859", + "issue:39692|issue:44493", + "issue:29942|issue:32090", + "issue:43335|issue:45072", + "issue:43720|issue:44112", + "issue:43335|issue:44112", + "issue:44448|issue:44779", + "issue:38175|issue:44493", + "issue:44292|issue:45520", + "issue:28218|issue:35141", + "issue:44977|issue:45229", + "issue:42490|issue:43854", + "issue:44561|issue:44779", + "issue:44462|issue:44561", + "issue:43606|issue:44857", + "issue:44857|issue:45072", + "issue:44448|issue:44977", + "issue:43701|issue:45083", + "issue:43927|issue:45698", + "issue:43550|issue:45083", + "issue:44568|issue:45491", + "issue:34689|issue:35141", + "issue:29127|issue:32090", + "issue:40444|issue:43526", + "issue:45372|issue:45588", + "issue:44977|issue:45563", + "issue:45198|issue:45803", + "issue:43412|issue:45588" + ], + "prepared_review_unit_hash": "69f8fa5f1d6fff8b99ae23e8118b9db0ad64af13d78368bf5bfeb1047dc57674", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 38139, + "estimated_input_tokens": 9535, + "estimated_eval_tokens": 19326 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose mix of unrelated Transformers issues. One pair, `issue:45310`/`issue:45478`, is a likely near-duplicate for the same Qwen3.5 MoE `from_pretrained` regression, but the packet only supports that from strong title/body similarity rather than an explicit duplicate link.", + "confidence": 0.93, + "canonical_issue_reason": "`issue:45310` is the better canonical issue for the shared Qwen3.5 MoE `from_pretrained` bug: it is the earlier report and appears to be the broader anchor for the same failure mode as `issue:45478`.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45310` is the best issue anchor here because it is the earliest and strongest match for the shared Qwen3.5 MoE `from_pretrained` regression, with the later issue looking like a near-duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Docs/example errors in SigLIP2 are unrelated to BeitImageProcessorFast `reduce_labels` behavior." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba SDPA/compile failure and GraniteSpeech CI device-override test are different code paths." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "`gather_for_metrics` label truncation is unrelated to BeitImageProcessorFast `reduce_labels`." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Likely the same Qwen3.5 MoE `from_pretrained` regression; the titles match exactly and the reports appear to describe the same failure mode, though there is no explicit duplicate link in the packet." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and BEiT legacy-field loading bug are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "DebertaV2 import parsing error and qwen3_omni_moe feature-length helper issue are different bugs." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent decoding mismatch is unrelated to the position-id key warning regression." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different models and failures: SwitchTransformers config vs qwen3_omni_moe helper behavior." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "flash_attention `s_aux=None` crash and Qwen rotary embedding CPU-offload incompatibility are separate issues." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs/example problems are unrelated to the position-id key issue." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer `_gpu_broadcast_one` TypeError are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers config creation and bfloat16 dtype mismatch are different bugs." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and GraniteSpeech stale CI test do not share the same root cause." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers config bug and GraniteSpeech CI failure are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but they affect different models and failure modes, so not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to the unexpected position-id key warning." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and Python 3.13 `flash_attn` import error are different issues." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM are different problems." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash local path warning and GLM-4.7-Flash test loading failure are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of `is_torch_fx_available` affects trust-remote-code loading; Deepseek tokenizer regression is a different bug." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring `tokenizer.json` is unrelated to the `is_torch_fx_available` removal breakage." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and LwDetr float16 AMP crash are different code paths." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "LwDetr AMP crash and SwitchTransformers/TimmWrapper dtype mismatch are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different model regressions: Pegasus v4/v5 output drift vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "DiaConfig token-ID persistence bug and wrong custom module loading after save/load are not the same issue." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and qwen3_omni_moe helper issue are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer BOS/EOS behavior in mdeberta-v3-base and Gemma3 NaN embeddings have different root causes." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision loading breakage and output-embedding reinit after resize are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Trainer `_gpu_broadcast_one` TypeError are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL multi-image iterable dataset failure and BeitImageProcessorFast `reduce_labels` bug are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor-loading import error and flash_attention `s_aux=None` crash are different failures." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and stale `num_return_sequences` warning are not the same issue." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except error handling are unrelated." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n executorch export failure and flash_attention `s_aux=None` crash are different problems." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is a bit too strong for the packet. In particular, `issue:45310` is not open in the packet (it is closed), and the `45310`/`45478` pair is only supported by title/body similarity, not an explicit duplicate relation. So calling it a \"clear duplicate\" or saying it is the same concrete bug as its duplicate overstates the evidence. The other soft-edge rejections look conservative, but this one pair should be phrased more cautiously (e.g. likely same bug / near-duplicate)." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 26, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:25251", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:36010", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43575", + "issue:43653", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44734", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45712", + "issue:45823" + ], + "soft_pairs": [ + "issue:45459|issue:45712", + "issue:36010|issue:37428", + "issue:29942|issue:35141", + "issue:42490|issue:43575", + "issue:45372|issue:45459", + "issue:43065|issue:45412", + "issue:44857|issue:45588", + "issue:45245|issue:45563", + "issue:44448|issue:44466", + "issue:43653|issue:44743", + "issue:45588|issue:45823", + "issue:43976|issue:45440", + "issue:43278|issue:43381", + "issue:43994|issue:45412", + "issue:25251|issue:32090", + "issue:44186|issue:45198", + "issue:43066|issue:44462", + "issue:44451|issue:45520", + "issue:44206|issue:44479", + "issue:42915|issue:42994", + "issue:44361|issue:45198", + "issue:44871|issue:44977", + "issue:43065|issue:43994", + "issue:44265|issue:45198", + "issue:43421|issue:45491", + "issue:44734|issue:45406", + "issue:33357|issue:39692", + "issue:29942|issue:30064" + ], + "prepared_review_unit_hash": "2f598be05ec2cfcf3093c505b071df550c5b4aa39f9894244e0f68fed3304d3a", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36222, + "estimated_input_tokens": 9056, + "estimated_eval_tokens": 18368 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous mix of unrelated bugs across tokenization, model loading, attention kernels, training, and documentation. None of the soft pairs look like the same underlying issue/change, so there is no clear canonical duplicate target in this set.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong canonical representative because the set is not one duplicate cluster; the issues span many unrelated subsystems and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Different problems: tokenizer error masking vs leftover dummy classes / repo hygiene." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Both are import errors, but for different symbols and code paths (`GenerationMixin` vs `_flash_supports_window_size`)." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated: Flash Attention test failures vs embedding reinitialization after resizing tokens." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning is unrelated to tensor-parallel OOM when loading a large model." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import failure due to missing `ReasoningEffort` is not the same as protobuf hiding tokenizer errors." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in a pixel decoder is unrelated to RT-DETR memory not being released on deletion." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different runtime failures: LwDetrImageLoss AMP/CUDA crash vs flash attention sink-less `s_aux=None` AttributeError." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-limit RuntimeError is unrelated to stale `num_return_sequences` warning in paged generate()." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different regression surfaces: generation output change vs serialization of `lm_head.weight`/tied weights." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird tokenizer special-token decode bug is unrelated to Qwen3.5 recurrent state resetting with cache." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention sink-less crash and Gemma4 PLE device mismatch are different code paths and failures." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version support/import issue is unrelated to DeepseekV3MoE behavioral divergence." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift in eval is not the same bug as gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 output mismatch is unrelated to RT-DETR memory retention." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline `top_k` nested-list output bug is unrelated to trainer `_gpu_broadcast_one` NoneType crash." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash on NER/padding is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 is not the same as AutoTokenizer ignoring `tokenizer.json`." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model loading failure for a specific checkpoint is unrelated to Python 3.13 `flash_attn` import-key error." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported `center` arg in LasrFeatureExtractor is unrelated to video input regression in Qwen multimodal models." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and quantized model saving failure are different issues." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError on tasks is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma-3 eos_token_id mismatch is not the same as Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical outputs are unrelated bugs." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export export failure with `torch_compilable_check` is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor update feature request is unrelated to Gemma3 NaN embeddings with mixed-length batches." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV cache continuation tensor indexing bug in serve is different from Gemma4Processor missing `_tokenizer`." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error with CLIP model and SigLIP2 doc example errors are not the same bug." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to void segmentation map processing in the image processor." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 27, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43329", + "issue:43334", + "issue:43381", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44554", + "issue:44610", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:29127|issue:34567", + "issue:44610|issue:45412", + "issue:10000|issue:15354", + "issue:43756|issue:45440", + "issue:43873|issue:45229", + "issue:45372|issue:45406", + "issue:43723|issue:44554", + "issue:42490|issue:43873", + "issue:43278|issue:43575", + "issue:43653|issue:44442", + "issue:45103|issue:45372", + "issue:43761|issue:45859", + "issue:41720|issue:45229", + "issue:43526|issue:45834", + "issue:43381|issue:43701", + "issue:45440|issue:45593", + "issue:29942|issue:36010", + "issue:43278|issue:43329", + "issue:32090|issue:33357", + "issue:43334|issue:43531", + "issue:43526|issue:44186", + "issue:43824|issue:44279", + "issue:44977|issue:45245", + "issue:43526|issue:44857", + "issue:44442|issue:45072", + "issue:43262|issue:44206", + "issue:42490|issue:43381", + "issue:44062|issue:45907", + "issue:42915|issue:43931" + ], + "prepared_review_unit_hash": "b10abc319c587d3573a87c79c9913d7b343a5141dd3993030c33769c79939e42", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36376, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug or change; the set is a grab bag of unrelated model-, tokenizer-, training-, and inference-path issues. I\u2019d keep the open quantization/offloading report as the best representative issue, but there are no convincing duplicate merges here.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43873 is the strongest representative: it is open, has multiple inbound references, and describes a broadly impactful offloading/quantization failure path rather than a narrow model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best global issue candidate because it is still open, appears actively relevant, and addresses an infrastructure-level bug that could attract related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Trainer token-count tracking are unrelated bugs in different code paths." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and RT-DETR memory release are different model/runtime problems." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and GeneratorExp torch.jit export failure are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer behavior and DeepseekV3MoE divergence are separate architecture-specific issues." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are different failure modes, not one concrete bug." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import dependency breakage and Gemma4Processor missing _tokenizer are distinct loader bugs." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading in v5 and an MPS attention correctness issue do not share the same code defect." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash local model import warning is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Training/evaluate dtype drift and tensor-parallel OOM on Qwen2-57B are different issues." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug and FastSpeech2ConformerTokenizer load failure are separate tokenizer problems." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring future-annotations crash and Gemma4 ReasoningEffort import failure affect different subsystems." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto-device-map cudaErrorAssert and Gemma4 OOM are both inference issues but not the same concrete bug." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BEiT label reduction and Kosmos2.5 long-OCR indexing are different processor bugs." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate trainer-state issues." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss handling are unrelated model-implementation bugs." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and GenerationMixin import failure are not the same underlying defect." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift and multimodal token counting in the video branch are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer NoneType broadcast error and MacOS CLIP bus error are different runtime failures." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding_window behavior are different model bugs." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BEiT reduce_labels behavior and LayoutLMv2 tokenizer crashes are separate tokenizer/processor issues." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2.5-VL import error and a generic transformers dependency issue are too broad and not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation and the 2^24 category-limit error are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BEiT label reduction and LwDetrImageLoss AMP crash are separate problems." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and LasrFeatureExtractor center-arg crash are different audio-path bugs." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash import warning and gradient-checkpointing eval-mode behavior do not overlap." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-argument conflict and list_repo_files revision forwarding are unrelated API bugs." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different model-loading issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 28, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:41628", + "issue:42907", + "issue:43316", + "issue:43381", + "issue:43441", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:45216", + "issue:45290", + "issue:45372", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45698", + "issue:45759", + "issue:45803" + ], + "soft_pairs": [ + "issue:43441|issue:45588", + "issue:43575|issue:43701", + "issue:43646|issue:44077", + "issue:43575|issue:44387", + "issue:44743|issue:44811", + "issue:44464|issue:45491", + "issue:29127|issue:35141", + "issue:44977|issue:45584", + "issue:33357|issue:38175", + "issue:44964|issue:45440", + "issue:44442|issue:45803", + "issue:43316|issue:43525", + "issue:44479|issue:45290", + "issue:43761|issue:44079", + "issue:44442|issue:44898", + "issue:28218|issue:29127", + "issue:42907|issue:45698", + "issue:33290|issue:34567", + "issue:34689|issue:43611", + "issue:43931|issue:45216", + "issue:43761|issue:44188", + "issue:43381|issue:43873", + "issue:43493|issue:43827", + "issue:43316|issue:45759", + "issue:43550|issue:44743", + "issue:43720|issue:44442", + "issue:41628|issue:45372" + ], + "prepared_review_unit_hash": "79d4ba0b40f9e102e8e1df0ba723f34cd83e711255ca7e6b1f6001a362bc5fca", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35303, + "estimated_input_tokens": 8826, + "estimated_eval_tokens": 17908 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items do not form one coherent duplicate cluster; they span many unrelated Transformer regressions and API issues. I reject all soft edges and would treat 43873 as the best broad representative issue only because it is active, high-impact, and discussion-heavy.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits this set: the reported bugs cover unrelated models, APIs, and code paths, so there is no true duplicate hub here.", + "canonical_pr_reason": "No pull requests are present in the provided items.", + "best_issue_reason": "Issue 43873 is the best representative if one must be chosen: it is open, broadly scoped, and has the strongest discussion/inbound-reference signal among the listed reports.", + "best_pr_reason": "No pull requests are present, so there is no best PR candidate.", + "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash-attention, but the titles point to different bugs: a model-specific v5 RC failure vs. an AttributeError in sink-less flash_attention integration." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Completely different problems: tensor-parallel OOM on Qwen2-57B versus a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both touch initialization, but one is a broad v5 custom-model init regression and the other is a specific patchtsmixer post_init API constraint." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but the causes differ: TP loading OOM versus increased reserved memory under int4 quantization." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems and symptoms: recurrent state reset with cache versus Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Unrelated bugs: compiled chunked generation inconsistency versus Gemma3 NaN embeddings from sliding-window all-padding cases." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "No shared underlying bug; one is a LayoutLMv3 error-message clarity issue, the other is output embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Different failure modes and models: Qwen3.5 flash-attention generation regression versus Whisper empty-transcription generation failure." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "Both are vision-model issues, but one is a MacOS bus error and the other is unexpected zero probabilities in SigLIP2." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Distinct model families and bugs: Phi-4 multimodal loading failure versus DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "One is an AutoTokenizer loading failure; the other is a Fuyu tensor-conversion exception-handling bug. Not the same code path." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API problems, but for different models and different attributes; no evidence of one shared defect." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Unrelated regressions: video-input handling for Qwen VLMs versus chat-template crashes on tool-call assistant messages." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "The first is a CLIPVisionModel forward-path bug; the second is a generic ModelOutput key-assignment issue. Too different to merge." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Different components and symptoms: tokenizer loading versus Perceiver image-classification resolution handling." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "No overlap beyond being issues in transformers; tokenizer spacing behavior and LayoutLMv3 error messaging are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both concern save/load flows, but one is dequantized model saving and the other is incorrect custom-module resolution after save_pretrained." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM under Adafactor/deepspeed is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading regressions, but they refer to different breakages and different root causes." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "One is a shape-mismatch load error for Qwen3-VL; the other is an incorrect checkpoint saved by save_pretrained for Qwen3.5." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Different layers entirely: CLIPVisionModel hidden_states handling versus attention-kernel branching under torch.compile." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization/offloading behavior are separate bugs with no shared concrete code path." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "A model-parity discrepancy is not the same as stale docs referencing pipeline() after v5 removals." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both involve configuration, but one is a Gemma3TextConfig API inconsistency and the other is from_config unwrapping for composite Qwen multimodal configs." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "Different areas: torch.compile/SDPA failure in Bamba versus cache/recurrent-state reset in Qwen3.5 modular code." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading and AutoTokenizer loading are unrelated bugs." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import errors, but they concern different symbols, different dependencies, and different processor-loading 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": 17, + "review_unit_index": 29, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43761", + "issue:43825", + "issue:43873", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44568", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45137", + "issue:45200", + "issue:45479", + "issue:45584", + "issue:45656" + ], + "soft_pairs": [ + "issue:44568|issue:45479", + "issue:43643|issue:44913", + "issue:32090|issue:33290", + "issue:34689|issue:36010", + "issue:43873|issue:44871", + "issue:44190|issue:44496", + "issue:44077|issue:44479", + "issue:44855|issue:45137", + "issue:29127|issue:33357", + "issue:43316|issue:44877", + "issue:33290|issue:45656", + "issue:43540|issue:44514", + "issue:33290|issue:34689", + "issue:42175|issue:43316", + "issue:43404|issue:43441", + "issue:43295|issue:43825", + "issue:44162|issue:44792", + "issue:25251|issue:28282", + "issue:41950|issue:43475", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:44871|issue:45584", + "issue:45127|issue:45200", + "issue:43232|issue:43388", + "issue:43295|issue:44871", + "issue:43761|issue:44479", + "issue:43065|issue:44617", + "issue:33290|issue:35141", + "issue:33290|issue:36331" + ], + "prepared_review_unit_hash": "14ec3e16351ce5adb04475dc823404d6a920238f87ab5298ed2f7d34bc4a2fe4", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36083, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous and the soft-similarity pairs are mostly false positives. I would not merge any of the candidate pairs; the best single issue to anchor the cluster is the open offloading/quantization report.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43873 is the strongest representative: it is open, has the most inbound references among the open items, and describes a concrete runtime bug with clear user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best issue to keep as the cluster anchor because it is active, well-discussed, and broad enough to represent a real defect without being overly narrow.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Different subsystems and failures: tokenizer special-token behavior vs sequence-classification loss computation." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but one is missing fields from trust_remote_code and the other is rotary_pct not persisting on reload; different bugs." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast error is unrelated to Adafactor OOM in DeepSpeed." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Model loading regression for Llama 3.2 vision is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Offloading/quantization behavior is a different bug from Gemma eos_token_id config mismatch." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to an unrecognized model/config.json issue." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer is unrelated to a video-input regression across Qwen VL models." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2 import is unrelated to a DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging and a MacOS CLIP bus error are different failures." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "API discrepancy in Gemma3TextConfig is not the same as strict config rejection for granite_speech." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Adafactor OOM in DeepSpeed is not the same as optimizer.step being called twice." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and Qwen2_5_VL batched chat-template crash are different code paths." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer memory usage in DeepSpeed is unrelated to a model-loading regression for Llama 3.2 vision." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging/backend dependency issue is unrelated to a config API discrepancy." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Untied lm_head weights in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are different defects." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to a pipeline error message about translation tasks." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage and Janus image-generation test failure are different model-specific issues." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output shape bug is unrelated to missing PyTorch ImportError." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline using image processors is unrelated to missing fpn_position_embeddings in SAM3 video." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma EOS-token configuration mismatch and Whisper empty-transcription generation failure are distinct bugs." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to mm_token_type_ids defaulting for Gemma 4." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to gather_for_metrics dropping tuple labels." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer access regression is not the same as EOS-token-id inconsistency." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen VL video-input regression." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is a model-architecture issue, not the same as Sam3Video CUDA OOM." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Adafactor OOM in DeepSpeed is unrelated to embedding reinitialization in post_init." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "Optimizer memory issue is unrelated to CustomTrainer.compute_loss signature mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 30, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43335", + "issue:43452", + "issue:43504", + "issue:43550", + "issue:43575", + "issue:43646", + "issue:43673", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44462", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:45803", + "issue:45907", + "issue:46050" + ], + "soft_pairs": [ + "issue:42617|issue:43575", + "issue:43452|issue:44496", + "issue:43575|issue:43742", + "issue:43504|issue:45698", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43673|issue:44743", + "issue:43761|issue:44242", + "issue:44077|issue:44534", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:44617|issue:45584", + "issue:43931|issue:44060", + "issue:44792|issue:44977", + "issue:43827|issue:43994", + "issue:43906|issue:45290", + "issue:44190|issue:44964", + "issue:44534|issue:44913", + "issue:41720|issue:45245", + "issue:44855|issue:45588", + "issue:44792|issue:45600", + "issue:44737|issue:45803", + "issue:45127|issue:45357", + "issue:44521|issue:45381", + "issue:44462|issue:45907", + "issue:43335|issue:44855", + "issue:43550|issue:44190" + ], + "prepared_review_unit_hash": "e5b2b8eb6806d3f2435f98bafeca7b915518e958cda92ae1e141a398b2d67a18", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35908, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated Transformers bug reports across model loading, generation, multimodal inputs, and config/serialization. None of the soft-similarity pairs look like the same concrete underlying bug, so they should stay separate.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45698 is the best umbrella candidate: it describes a broad save_pretrained/from_pretrained round-trip failure with clear core-library impact, unlike the narrower model- or environment-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the strongest single issue in the set because it targets a fundamental serialization/loading path and has broad reuse value for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Different failures: a script execution problem vs. tensor-parallel OOM on a specific Qwen model." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are load-time errors, but one is a gguf_file/AutoTokenizer path issue and the other is an unrecognized model/config.model_type issue." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM on a large model is unrelated to a key error while loading a small MobileLLM model." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy-field preset loading failure is a model-specific config bug, not the same as the custom-module resolution/round-trip issue." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "One is an eos_token_id mismatch; the other is a quantized model save/load corruption. Same area, different bug." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Transformers 5 init breakage is different from GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache, but one is a missing GenerationMixin cache in chunked_prefill and the other is recurrent state reset in modular qwen3_5 code." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIP hidden_states regression is unrelated to the load-balancing loss omission in MoE routing." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init enforcement and non-persistent buffer junk are different v5 regressions with different code paths." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression for several Qwen VL models is separate from a serve/KV-cache tensor indexing crash." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are unrelated vision preprocessing/model-shape bugs." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure are different symptoms in different models." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight shape mismatch is not the same as a tied-weights warning involving Qwen3-Next dt_bias." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Failed Janus image-generation test and Qwen3.5 flash-attention generation bug are unrelated model-specific issues." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is not the same as a SigLIP2 runtime inference quality problem." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "An isolated reproduction of another external issue is not the same underlying bug as the chat-template tool-call crash." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script and loading a Phi-4 multimodal model are unrelated failures." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Buffer initialization junk and config reload drift are both persistence-related, but they affect different mechanisms and code paths." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to the 2^24 category-count runtime limit." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 TorchScript parsing error is unrelated to flash_attention crashing on sink-less models." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A Janus test failure is not the same bug as stale auto_mappings entries for removed Sam3LiteText configs." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU device placement bug is unrelated to Fuyu's bare-except exception swallowing." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA/extended-vocab collapse after merge is different from incorrect visual encoder keys saved for Qwen3.5." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks and wrong vision_position_ids are both multimodal-template bugs, but they are different concrete defects." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer.json being ignored is not the same as list_repo_files failing to forward revision." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Python 3.13 indentation parsing are unrelated issues." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in an image-classification script." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 31, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:35141", + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:42490", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43643", + "issue:43644", + "issue:43650", + "issue:43976", + "issue:44077", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44464", + "issue:44466", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45362", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803" + ], + "soft_pairs": [ + "issue:44938|issue:45542", + "issue:43976|issue:44855", + "issue:43540|issue:44734", + "issue:43644|issue:44913", + "issue:44077|issue:44877", + "issue:35141|issue:42490", + "issue:44112|issue:45600", + "issue:43650|issue:44220", + "issue:43335|issue:44190", + "issue:44496|issue:45803", + "issue:43116|issue:44190", + "issue:45276|issue:45584", + "issue:45245|issue:45584", + "issue:43479|issue:45375", + "issue:36246|issue:41628", + "issue:43295|issue:45276", + "issue:44186|issue:44734", + "issue:44464|issue:45563", + "issue:38175|issue:43065", + "issue:44683|issue:45446", + "issue:44466|issue:44913", + "issue:43404|issue:45216", + "issue:44933|issue:45362", + "issue:44734|issue:45632", + "issue:44246|issue:45003", + "issue:44561|issue:45632", + "issue:36246|issue:38617", + "issue:45563|issue:45584", + "issue:43643|issue:44496", + "issue:42490|issue:45632" + ], + "prepared_review_unit_hash": "23607c342c55e4a6db03f17bc1a6be004d44fc2591de8138dc0d9aa8aee7d074", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36213, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose semantic grouping of Transformers issues around imports, config loading, serialization, generation, and model-specific bugs. The soft pairs are thematically similar in places, but none look like the same underlying defect or change, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No true duplicate stands out in this heterogeneous cluster; if a representative must be chosen, issue 44466 is the strongest concrete regression to anchor on because it is a reproducible serialization/tied-weights bug with clear behavior differences and good discussion context.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44466 is the best standalone issue in the set: it is specific, reproducible, and tied to a core model save/load path rather than a vague symptom or a one-off import failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Both are runtime/loading problems, but one is Python 3.14 startup failure and the other is a tensorboard-without-TF backend issue; different root causes and fixes." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "These are separate Python-version compatibility bugs: one about Transformers 5.1.0 support on 3.9/3.10, the other about a PyTorch script parse error on 3.13." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Both involve multimodal/video-serving code paths, but one is a Qwen3OmniMoe video-input validation error and the other is a KV-cache continuation indexing crash in serve responses." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Both touch serialization/reload behavior, but one is about non-persistent buffers being junk-filled and the other is a config field reverting on reload; not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "These are both config-related, but one concerns optional post_init handling in patchtsmixer and the other is strict config rejection for granite_speech; different code paths." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "One is about resizing token embeddings reinitializing the output embedding, the other about local-path slash handling during model loading; unrelated bugs." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both mention CI failures, but they are different breakages in different areas: GraniteSpeech device override vs removed Sam3LiteText auto-mapping entries." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No concrete overlap: one is a vague request to add data, the other is a specific fbank feature extraction issue." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "A SwitchTransformers config construction bug and a local-dataset loading failure in an example script are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "One is an unrecognized-model/config.json problem, the other is a bare-except bug in Fuyu tensor conversion; different failure modes." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Both are example-script failures, but one is multi-label classification output logic and the other is dataset loading; not the same underlying issue." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 resize-token-embeddings behavior and Whisper empty-transcription generation after token alignment are unrelated model-specific bugs." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "A category-cardinality runtime limit and a Whisper generation edge case have no meaningful bug-level overlap." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-field handling issues, but one is default multimodal sub-config initialization and the other is strict dropping of a specific deepstack field." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols in different modules; they are not the same API break." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "A regression in processor/tokenizer custom-model behavior is distinct from Gemma4 embedding resizing/output-embedding behavior." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Different bug classes: tokenizer crashes on NER padding/truncation versus a server-side KV-cache continuation indexing error." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistencies with compiled forward and a stale num_return_sequences warning are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "These affect different models and subsystems: SigLIP2 zero probabilities versus a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both are flex_attention-related, but one is a torch>=2.9 compilation failure and the other is an incorrect version check for AuxRequest import; distinct fixes." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Both involve save/reload semantics, but one is device-dependent lm_head serialization and the other is a config scalar not persisting; different root causes." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 lm_head tying and Qwen3.5 save_pretrained regression are both weight-related, but they are separate model families and failure modes." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing image_utils import and a Qwen3.5-35B chat crash are unrelated issues." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "One is a KV-cache continuation crash in serve responses; the other is a trust_remote_code cache-path collision. Same broad area, different bug." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are not the same defect, even if both involve startup/import paths." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "One breaks trust_remote_code models because of a removed utility, the other is a cache-path collision for local models; unrelated causes." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import failures, but one is a missing Qwen2.5 VL image processor export and the other is a missing configuration utility; different symbols and fixes." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate and a Whisper empty-transcription crash are different generation issues." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "One is missing fields when trust_remote_code returns AutoConfig, the other is an unrecognized model/config.json error; not the same configuration bug." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Both concern loading local models, but one is a spurious warning for trailing slashes and the other is a cache-path collision between same-named leaf directories." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 32, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:41950", + "issue:42175", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43335", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44683", + "issue:44779", + "issue:44933", + "issue:44964", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:41950|issue:44016", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:42907|issue:43441", + "issue:43854|issue:44964", + "issue:43673|issue:44336", + "issue:44016|issue:44220", + "issue:43388|issue:43688", + "issue:43295|issue:45335", + "issue:43531|issue:45600", + "issue:42175|issue:44279", + "issue:43526|issue:43901", + "issue:44496|issue:45042", + "issue:43299|issue:45216", + "issue:43335|issue:45593", + "issue:44075|issue:44368", + "issue:45335|issue:45584", + "issue:43381|issue:45593", + "issue:43299|issue:45357", + "issue:43901|issue:44496", + "issue:44496|issue:45759", + "issue:43976|issue:45405", + "issue:41950|issue:45020", + "issue:44242|issue:45200", + "issue:44351|issue:45278", + "issue:43479|issue:43525", + "issue:44016|issue:44062", + "issue:43824|issue:44933", + "issue:44779|issue:45812", + "issue:44683|issue:45542" + ], + "prepared_review_unit_hash": "9c442d659e36262bdc736328c95c60ec57cb676a8c200608aaff43095e7289a1", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36647, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of recent Transformers regression reports, especially model-loading/import/tokenizer breakages across v5-era releases. The broadest representative issue is the umbrella regression report about recent versions breaking models that rely on remote code.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45020 is the most umbrella-like report: it describes a broad class of regressions in recent Transformers versions, spans multiple affected models/code paths, and best represents the overall cluster of v5-era breakages.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest global representative because it captures the widest regression surface and is more central than the model-specific or single-API issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Different bugs: pipeline processor lookup vs a notebook syntax error." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different model families and failures: Phi-4 multimodal load issue vs stale auto_mappings references breaking CI." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake in GraniteSpeech device override is unrelated to Phi-4 multimodal loading." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral, but one is save/dequantization and the other is FlashAttention loading; not the same underlying bug." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different models and code paths: GLM-4.7-Flash unit-test load issue vs Phi-4 multimodal load issue." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression is unrelated to ANSI escape generation in loading_report." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction bug are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric label truncation and auxiliary-loss normalization are different training/evaluation bugs." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer API regression is unrelated to resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and Sam3LiteText auto_mappings cleanup are different issues." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Package dependency/backend install problem is too broad and not the same as a generic transformers dependency issue." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to old docs still mentioning return_all_scores." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model config resolution failure and PIL backend torchvision requirement are different regressions." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL/MoE model loading failure is not the same as incorrect Qwen3.5 checkpoint saving." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unused SGD args and a tie_word_embeddings warning are not the same code-path bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Eval-mode gradient checkpointing and D-FINE denoising-loss behavior are different issues." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5, but one is model loading and the other is save_pretrained key serialization; not mergeable as one fix." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation wording issue is unrelated to model config import failure." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model/config issue is different from AutoModelForCausalLM not unwrapping text_config." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version compatibility and a PEFT minimum-version bump are not the same underlying bug." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Both are broad regressions, but one is a specific video-classification processor lookup while the other is a general remote_code compatibility break." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Router-logit loss computation and Gemma 4 mm_token_type_ids defaults are different model-training bugs." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific HybridCache import error could be one symptom of broader import breakage, but the reports are not clearly the same underlying defect." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4Multimodal default config initialization and Llama4 pad_token_id attribute error are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is unrelated to AddedToken receiving duplicate special kwargs." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing Qwen2_5_VL export and a nonexistent image_utils import are different import/export problems." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer regressions for Deepseek and Granite are model-specific and not the same code-path change." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to an undefined tf backend from tensorboard-only installs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 33, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43723", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44297", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45081", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45325", + "issue:45397", + "issue:45405", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45907" + ], + "soft_pairs": [ + "issue:41950|issue:45823", + "issue:43577|issue:45216", + "issue:38175|issue:44617", + "issue:43299|issue:43854", + "issue:39692|issue:43901", + "issue:44279|issue:45405", + "issue:32090|issue:35141", + "issue:41950|issue:43650", + "issue:43295|issue:44779", + "issue:44462|issue:45081", + "issue:43976|issue:44987", + "issue:44297|issue:44462", + "issue:43976|issue:44279", + "issue:45081|issue:45907", + "issue:44521|issue:45325", + "issue:43441|issue:45834", + "issue:45600|issue:45712", + "issue:43450|issue:44279", + "issue:43065|issue:44898", + "issue:42994|issue:43317", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:44466|issue:45276", + "issue:44623|issue:44749", + "issue:43650|issue:45290", + "issue:43441|issue:44683", + "issue:43653|issue:45593", + "issue:43723|issue:44162", + "issue:44016|issue:45823" + ], + "prepared_review_unit_hash": "9f7f2dba7625c4ad5d997712422f106ae4287bf8d0f3c6ec29f4c6975ce087db", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36413, + "estimated_input_tokens": 9104, + "estimated_eval_tokens": 18464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are unrelated Transformer regressions across tokenizers, multimodal processors, model loading, serialization, and docs. None of the soft pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.95, + "canonical_issue_reason": "No true canonical issue stands out because the items are not one duplicate cluster; they are separate bugs spanning different code paths and model families.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the closest representative of the tokenizer-loading regression subset, but it still does not cover the other issues in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Different problems: video-classification processor lookup vs Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Both involve model state/weights, but one is BLIP2 dtype handling and the other is Qwen3.5 checkpoint serialization; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to Sam3Video CUDA OOM." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are v5 loading regressions, but they affect different models and failure modes." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and TextClassificationPipeline docs drift are separate documentation issues." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue vs a specific PEFT version bump; not the same underlying failure." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and output embedding reinitialization are unrelated training/model-init bugs." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Video pipeline processor lookup is unrelated to an empty placeholder issue." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "One is processor.tokenizer/custom model regression, the other is DeepSeek tokenizer output corruption." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are distinct tokenizer-loading bugs." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility and loading a specific model are different issues." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer_class mismatch on save_pretrained is a save bug, while AutoTokenizer ignoring tokenizer.json is a load bug." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python compatibility issue does not match a generic dependency problem." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer regex patch crash is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "All-zero assistant masks in chat templating and Qwen2.5-VL rope indexing are different multimodal bugs." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and Kosmos2.5 OCR index error are unrelated model-specific issues." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "auto_mappings.py stale config references and dummy_pt_objects leftovers are separate CI hygiene problems." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batch shape bug is not a dependency issue." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and Perceiver non-default resolution failure are different model implementations." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and device_map dequantized offload loading are different quantization paths." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and torch.split return values in GlmMoeDsaIndexer are separate GLM-MoE bugs." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "processor.save_pretrained missing files and Gemma-4 zero3 from_pretrained are not the same failure." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "lm_head serialization inconsistency and Gemma4 resize_token_embeddings not updating outputs are different weight/resize behaviors." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing files on processor save and slower filtering after version upgrade are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "A placeholder issue and chat template crashes with tool-call messages are not duplicates." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention failure for a model and compiled flex_attention failing on torch>=2.9 are different attention backends." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to D-FINE auxiliary-loss logic." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer.from_pretrained loading regression and ESM2 model breakage are not the same issue." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 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": 17, + "review_unit_index": 34, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:43122", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44291", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44361", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44671", + "issue:44779", + "issue:44987", + "issue:45250", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45593" + ], + "soft_pairs": [ + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:44987|issue:45542", + "issue:43901|issue:43994", + "issue:43784|issue:45542", + "issue:43122|issue:43650", + "issue:44297|issue:45397", + "issue:44016|issue:44291", + "issue:44188|issue:44336", + "issue:43673|issue:43761", + "issue:43262|issue:44521", + "issue:43450|issue:44617", + "issue:43525|issue:43881", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:41628|issue:43976", + "issue:44336|issue:44373", + "issue:43901|issue:44246", + "issue:42491|issue:43299", + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:16998|issue:22355", + "issue:44246|issue:44496", + "issue:41950|issue:44220", + "issue:44336|issue:44485", + "issue:43352|issue:45250", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43824|issue:43976" + ], + "prepared_review_unit_hash": "fd4af739c2c58496ba3e19dff2807095988ab67356f97319d9d05bc5aad4058d", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36030, + "estimated_input_tokens": 9008, + "estimated_eval_tokens": 18272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose topical bundle of unrelated Transformers issues (import/export regressions, model-loading failures, pipeline behavior, tokenizer changes, docs). I do not see any soft pair that looks like the same underlying bug/change, so I rejected all soft edges. If a representative issue is needed, the Qwen2.5-VL import/export regression is the best anchor, but it is not a duplicate of the others.", + "confidence": 0.27, + "canonical_issue_reason": "Issue 43824 is the clearest, highest-signal representative of the cluster: a concrete import/export regression with multiple inbound references, and it matches the broad import/loading theme better than the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "43824 is the best single issue to anchor this set, but only as a representative import-regression example, not as a true duplicate target for the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated failures: tokenizer/task AttributeError vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but they affect different models/code paths; not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model-loading failure vs missing TensorFlow backend handling; different problems." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for a pipeline argument vs incorrect model/pipeline outputs; not the same issue." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError vs TensorFlow backend import issue; unrelated." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer behavior regression vs an unrelated placeholder/data issue." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save-pretrained config mismatch vs Gemma-4 zero3 loading failure; different code paths." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights TypeError; unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention kernel divergence vs ANSI codes in loading report; no shared bug." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache regression vs CLIP hidden_states regression; different components." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both touch chat-template/multimodal processing, but the concrete failures and code paths differ." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Batched video shape bug vs CUDA OOM; not the same underlying issue." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading failures with different symptoms and models." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "A missing config attribute and a trust_remote_code field-loss issue are related only loosely, not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage import/runtime error vs Qwen3.5 chat crash; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a symbol vs Python-version compatibility; not the same issue." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Loading-report terminal formatting vs a wrong docstring; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation mismatch vs slow import performance; different problems." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE loading, but one is LoRA compatibility across versions and the other is a different model-loading regression." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access error vs Gemma-4 zero3 loading failure; different code paths." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention auxiliary losses, but they affect different models and mechanisms; not the same bug." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model_max_length question vs missing transformers.onnx import; unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness vs unrecognized model config; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Generic flash-attention topic vs a specific model not supporting Flash Attention 2.0; not the same concrete bug." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different packages/symbols and different root causes." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing exports/imports in different modules; too broad to treat as the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a model symbol vs Python 3.9/3.10 compatibility regression; different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 35, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:36246", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45656", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:43673|issue:44561", + "issue:43976|issue:44964", + "issue:44242|issue:44857", + "issue:44246|issue:44871", + "issue:44295|issue:44749", + "issue:45362|issue:45375", + "issue:44162|issue:45200", + "issue:44877|issue:45375", + "issue:44779|issue:45292", + "issue:43901|issue:45003", + "issue:36246|issue:43596", + "issue:45292|issue:45584", + "issue:43232|issue:44336", + "issue:45561|issue:45563", + "issue:45292|issue:45701", + "issue:43526|issue:45003", + "issue:44987|issue:45459", + "issue:44496|issue:45003", + "issue:45375|issue:45759", + "issue:43065|issue:43408", + "issue:43257|issue:45137", + "issue:44995|issue:45200", + "issue:43262|issue:44246", + "issue:43475|issue:43540", + "issue:45397|issue:45656", + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:44466|issue:45335", + "issue:44368|issue:44977", + "issue:44368|issue:45563" + ], + "prepared_review_unit_hash": "52f6345af63368d36f9a6f417e7ce0c4517ec58ddb72caf1a0678c3e9cec8090", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36862, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft edges are mostly topical false positives: these issues span unrelated models, configs, tokenizer behavior, DeepSpeed/generation bugs, and docs/testing regressions. I don't see a single cohesive duplicate cluster, so no canonical issue/PR stands out.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Different bugs: cache handling in chunked prefill vs removal of an internal utility breaking trust_remote_code models." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Python version compatibility issue vs a specific multimodal model load failure." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "MoE load-balancing loss logic is unrelated to an AMP/CUDA loss crash." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import-time slowness is unrelated to Gemma eos_token_id config mismatch." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Buffer access error vs a performance regression after upgrade; not the same code path." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 chat-generation crash and missing config field are different failures." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 model breakage vs Gemma 4 multimodal token-type defaults." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config loading for Granite Speech vs Qwen config field dropping." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output changes vs token embedding resize not propagating; different subsystems." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Pipeline docs mismatch is unrelated to unsafe sys.modules access in modeling utils." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a missing image processor class vs a DeepSpeed/BertModel IndexError." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update bug vs ANSI output handling in loading_report." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Pytest-xdist file race and a stale generate warning are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Specific resize_token_embeddings bug vs broad tokenizer-version behavioral change." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT label reduction bug is unrelated to sys.modules access in modeling_utils." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model load failure with transformers 5.1.0 is not the same as protobuf error masking." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized-model config issue vs unsafe sys.modules access; different failure modes." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing Qwen config field and AutoModelForCausalLM text_config unwrapping are distinct config bugs." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3 pixel decoder dummy layer issue vs model-type warning for sam3_video/sam3_tracker." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion problem vs a ZeRO3 deque underflow." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa cache bug is unrelated to Gemma 4 token-type defaults." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to import latency." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 vision output attribute missing vs Qwen3Omni video-input processing error." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 loading bug vs optimizer stepping twice with DeepSpeed." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBird tokenizer special-token registration issue is unrelated to ESM2 breakage." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale cache crash in GlmMoeDsa is unrelated to flash_attention s_aux=None handling." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Tied-weight serialization inconsistency is not the same as resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Warning about tie_word_embeddings is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A config warning and a stale paged-generate warning are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 36, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42886", + "issue:42994", + "issue:43232", + "issue:43452", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43704", + "issue:43827", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:45003", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45229", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45656" + ], + "soft_pairs": [ + "issue:42886|issue:45229", + "issue:43673|issue:44734", + "issue:45003|issue:45561", + "issue:44060|issue:44077", + "issue:45137|issue:45600", + "issue:43931|issue:44368", + "issue:44933|issue:45459", + "issue:44297|issue:44623", + "issue:44869|issue:45356", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:43452|issue:45003", + "issue:43673|issue:43827", + "issue:44749|issue:45310", + "issue:45230|issue:45397", + "issue:42994|issue:43482", + "issue:43232|issue:43673", + "issue:44038|issue:44623", + "issue:42371|issue:45092", + "issue:28282|issue:30990", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:41628|issue:44933", + "issue:45081|issue:45103", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:45310|issue:45375", + "issue:42673|issue:43704" + ], + "prepared_review_unit_hash": "7e1fd9e453607efdbaac3b7be14539987998baedcc593daed7c32b4d50a29a4b", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36916, + "estimated_input_tokens": 9229, + "estimated_eval_tokens": 18714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Transformers v5-era loading/init regressions and model-specific failures, not true duplicates. Only one soft pair is a clear duplicate; the rest are thematically similar but different bugs.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43646 is the broadest umbrella report here: Transformers 5.0 breaking custom model initialization. It best represents the shared regression theme across the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most reusable anchor for this cluster because it captures the generic v5 initialization breakage that many of the other reports are adjacent to.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are different failure modes." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both mention cache, but chunked_prefill cache missing and serve KV continuation indexing are different code paths." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and xdist captured_info.txt race are unrelated bugs." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Tied-weights warning and patchtsmixer post_init deprecation are not the same issue." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque underflow and removed Sam3LiteText configs are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and repeated tie_word_embeddings warnings are distinct model issues." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Missing image_utils import and protobuf-related tokenizer error masking are different problems." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "tokenizer.save_pretrained metadata mismatch and processor.save_pretrained missing files are related to saving, but not the same bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash and Kimi-K2.5 codec/fix_mistral_regex regression are different tokenizer issues." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Chinese slowdown after upgrade are not the same defect." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are v5 regressions, but custom model initialization and ESM2 breakage are separate code-path failures." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor files on save and double optimizer.step under deepspeed are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance slowdown and duplicated optimizer steps are not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:45003", + "accept": false, + "reason": "GGUF loader breakage and unsafe sys.modules access are different loading issues." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache bug and docs still referencing pipeline() are unrelated runtime vs documentation issues." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Language-model slowdown and Qwen3.5 MoE from_pretrained error are distinct failures." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report and Gemma4 ZeRO3 from_pretrained issue are not duplicates." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different directions and different bugs." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both involve generation internals, but sync_gpus kwargs update and chunked_prefill cache handling are separate defects." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading problems and processor.save_pretrained missing files are different issues." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance and InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch ImportError and Sentence Transformers loading hang are different environment/runtime problems." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM3 vision encoder missing attribute and qwen2.5-vl video position-id bug are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 attribute error and trust_remote_code missing fields are different model/config issues." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but AutoImageProcessor import failure and image_utils import failure are not the same symbol or bug." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral regex patch crash and auto_docstring future-annotations crash are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM3 missing attribute and add-new-model-like TOKENIZER_MAPPING_NAMES failure are different code paths." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving and Llama4Config missing pad_token_id are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig and Qwen3.5 MoE from_pretrained failure are related by model family but not the same bug." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "A Qwen3.5 MoE load failure and a Qwen3_5MoeVisionConfig field-drop issue are different regressions." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "These are the same Qwen3ForCausalLM VRAM leak report with identical title and symptom, just different instances of the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The canonical issue choice of issue:43646 is supported by its broad v5 initialization regression framing, and the soft-pair verdicts align with the issue titles and descriptions. The only accepted duplicate pair, issue:42673/issue:43704, is clearly the same VRAM-leak report with matching titles and symptoms. The summary correctly characterizes the cluster as mostly related-but-distinct regressions rather than duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 37, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44060", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44295", + "issue:44351", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44964", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812" + ], + "soft_pairs": [ + "issue:41628|issue:44351", + "issue:42831|issue:44222", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:36010|issue:41628", + "issue:42175|issue:45712", + "issue:44038|issue:45310", + "issue:42222|issue:45200", + "issue:44496|issue:45561", + "issue:44964|issue:45137", + "issue:45561|issue:45600", + "issue:43377|issue:44242", + "issue:43901|issue:45561", + "issue:43232|issue:44792", + "issue:42898|issue:44568", + "issue:30990|issue:35141", + "issue:43232|issue:44188", + "issue:44623|issue:45310", + "issue:44188|issue:44373", + "issue:43784|issue:43824", + "issue:42898|issue:45812", + "issue:43278|issue:45137", + "issue:44734|issue:45103", + "issue:30333|issue:33290", + "issue:43874|issue:45092", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:44060|issue:45125", + "issue:42898|issue:44779", + "issue:45405|issue:45712", + "issue:44295|issue:45656", + "issue:43673|issue:44188" + ], + "prepared_review_unit_hash": "23ece413b4acfc710585e878f837c3506dd814955d13598ccfd9fd9594af793b", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37264, + "estimated_input_tokens": 9316, + "estimated_eval_tokens": 18888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and spans several unrelated bug families: tokenizer/v5 regressions, import/export failures, FP8/MoE issues, generation/runtime bugs, and test/CI problems. The soft pairs mostly share a surface theme only, not the same concrete underlying defect, so none should be merged.", + "confidence": 0.86, + "canonical_issue_reason": "issue:42898 is the broadest tokenizer-v5 regression report in the set and is the best anchor for the small tokenizer-behavior subgroup, even though the cluster as a whole is fragmented.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the most general user-facing behavior regression here and the closest thing to a representative issue, but it does not actually duplicate the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols and likely different export paths." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "One reports FP8 accuracy drift; the other is about FP8 save_pretrained behavior in MoE, so the defects differ." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both touch FP8/MoE, but one is save/export related while the other is a from_pretrained load error." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure and a missing model import are unrelated failure modes." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import-name failures, but they involve different objects and code paths." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Backend dependency installation and leftover dummy class cleanup are separate packaging/repo hygiene issues." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen MoE models, but they are different models and different load-time failures." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Vitpose model breakage and Gemma 4 token-type defaults are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "A model config load error and a pytest-xdist race in testing utilities are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Multimodal model loading and DeepSpeed ZeRO3 deque handling are different code paths." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "A captured-info race and removed Sam3LiteText config references are separate CI/testing problems." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Missing padding-mask support in MIMI and missing load-balancing loss are different model behaviors." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Docs for TextClassificationPipeline and a pytest-xdist race are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling and a Janus image-generation test failure are not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is cleanup behavior while the other is add_special_tokens/BOS-EOS behavior for a specific tokenizer." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-Transformers loading hang and token-embedding resize reinit are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs after sync_gpus and attention-kernel branching under torch.compile are different runtime issues." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing files in processor.save_pretrained and a Qwen3.5 MoE from_pretrained error are different failure modes." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "A torch.compile attention-kernel divergence and a wrong docstring are not duplicates." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures with different missing symbols and package interactions." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a cleanup/default-behavior change and the other is wrong token IDs for Granite models." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during evaluation and a ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache continuation indexing and auto_docstring future-annotations handling are separate bugs." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training jobs and DeepSpeed Adafactor OOM are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "A missing image-processor method and remote-code checkpoint incompatibility with meta init are different multimodal issues." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading in v5 and add_special_tokens/BOS-EOS behavior are distinct tokenizer bugs." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing _tp_plan are different Qwen3.5 MoE issues." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but the symptoms and affected models differ." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning and leftover dummy-class cleanup are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "A position_ids buffer read error and deepspeed calling optimizer.step twice are different defects." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill and attention-kernel branching under compile are different generation/runtime bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 38, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:38175", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:42907", + "issue:43232", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43873", + "issue:43976", + "issue:44079", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46050" + ], + "soft_pairs": [ + "issue:42898|issue:44448", + "issue:44933|issue:45712", + "issue:42175|issue:44933", + "issue:44222|issue:44297", + "issue:43479|issue:44079", + "issue:44297|issue:45656", + "issue:43976|issue:44933", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:43479|issue:44869", + "issue:44206|issue:45103", + "issue:41628|issue:42757", + "issue:30333|issue:36331", + "issue:44297|issue:45310", + "issue:30333|issue:34689", + "issue:44222|issue:44484", + "issue:44263|issue:45092", + "issue:43232|issue:45834", + "issue:43723|issue:44977", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:43873|issue:44945", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:44514|issue:45103", + "issue:44261|issue:45092", + "issue:43479|issue:43644", + "issue:45092|issue:45357", + "issue:43723|issue:44871", + "issue:42907|issue:46050", + "issue:30990|issue:38175" + ], + "prepared_review_unit_hash": "b6cd697cf7bc6f8c0261efc49a800eb097abdda095a0b6133f493280de8b480f", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37338, + "estimated_input_tokens": 9335, + "estimated_eval_tokens": 18926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate: the matches are mostly broad topical similarity across unrelated bugs (imports, loading, save/load, generation, quantization, docs). I would not merge any of the candidate pairs. The best single issue to represent this set is the narrow, concrete serialization bug in issue 44297.", + "confidence": 0.85, + "canonical_issue_reason": "issue:44297 is the cleanest, most actionable standalone bug report in the set: a specific tokenizer save_pretrained serialization mismatch with a clear failure mode. It is narrower and better scoped than the more generic regressions or subsystem-wide reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44297 is the strongest representative issue here because it is concrete, reproducible, and centered on one code path. The other items are too heterogeneous to serve as duplicates of it or of each other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both concern version-related output changes, but one is tokenizer cleanup behavior and the other is model output drift; different bugs and code paths." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both are import/symbol visibility complaints, but one is a missing image_utils import and the other is dummy PT objects leaking into namespace/check_repo; not the same underlying defect." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Different backends and symptoms: TensorFlow packaging vs a missing image_utils import." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE saving and the other is tokenizer config metadata; different artifacts and failure modes." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config initialization bug vs ModelOutput key assignment bug; unrelated code paths." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer serialization issue vs DeepSpeed optimizer stepping; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue vs missing import from image_utils; no shared root cause." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both involve saving, but they target different classes (FP8 MoE model vs processor) and different missing-file symptoms." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "Accuracy regression in FP8 vs processor save_pretrained missing files; different problems." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config default handling vs Whisper timestamp decode crash; unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Generation kwargs handling vs autodoc annotation introspection crash; different subsystems." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they are for different symbols in different modules and are not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failed training vs trainer compute_loss signature change; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save_pretrained metadata bug vs Qwen3.5 from_pretrained regression; different direction of failure." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job MLflow reporting vs model loading regression; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained bug vs a question about max_shard_size default; not the same issue." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer split behavior vs remote-code checkpoint/meta-init incompatibility; different bugs." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation state update bug vs long OCR input index error; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading issue vs flash-attention generation bug; different code paths." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "PyTorch missing ImportError vs MLflow reporting bug; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training failure reporting vs embedding resize/post_init reinitialization; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior vs pipeline-parallel LLM output correctness; different failure modes." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mismatch vs RoPE implementation discussion; not the same underlying bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer registration/readback bug vs processor save_pretrained file omission; different code paths." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Server request handling regression vs Gemma4Processor attribute error in serve; related to serving only at a very high level, but not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both touch the DSA indexer, but one is about torch.split returns and the other about a missing ReLU; distinct defects." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Processor batched chat-template crash vs autodoc annotation crash; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA norm epsilon precision issue vs checkpoint/meta-init incompatibility; different models and causes." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config defaulting bug vs non-persistent buffer junk-fill regression; unrelated." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and different save/load regressions; not duplicates." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure vs EOS token config inconsistency; related to loading/configuration but not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantized model persistence, but one is dequantized saving and the other is sinq save/load corruption; too different to merge." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang vs SigLIP2 zero probabilities; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 39, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43479", + "issue:43576", + "issue:43646", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44442", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44913", + "issue:44945", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45593", + "issue:45600", + "issue:45753", + "issue:46002" + ], + "soft_pairs": [ + "issue:44829|issue:46002", + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:44263|issue:44373", + "issue:43479|issue:44913", + "issue:42831|issue:44038", + "issue:39401|issue:44568", + "issue:22355|issue:28282", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:44945|issue:45753", + "issue:43576|issue:43784", + "issue:42886|issue:43066", + "issue:42371|issue:44263", + "issue:43232|issue:45593", + "issue:44117|issue:44704", + "issue:43646|issue:46002", + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:43756|issue:44060", + "issue:44704|issue:45290", + "issue:42907|issue:44945", + "issue:44261|issue:44373", + "issue:43122|issue:44514", + "issue:41628|issue:45278", + "issue:43784|issue:45600", + "issue:43723|issue:44779", + "issue:42907|issue:43937", + "issue:43723|issue:44442", + "issue:43408|issue:43475" + ], + "prepared_review_unit_hash": "7b1c22656e88ea3df628f3a7d983d54b30fcd7a1a257cada36100498a6d5ce1c", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36281, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose similarity set around Transformers v5 import/loading regressions, tokenizer issues, and several unrelated model-specific bugs. I do not see any soft pair that clearly represents the same underlying bug/change, so I reject all soft edges.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set for upgrade-related import breakages, making it the best canonical bucket even though it is broader than many of the specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the most useful triage hub because it captures the general v5 import-regression theme and can absorb related missing-import reports better than the narrower tickets.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Different failure modes: degenerate training with FA3 vs NaNs on checkout/init; not the same code-path bug." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3.5 MoE from_pretrained error are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different fixes." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "One is a torch.split behavior bug, the other is a docstring issue; not duplicates." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Different config classes and symptoms; one is multimodal default init, the other is GPTNeoX reload behavior." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different models and failure classes; no shared concrete bug path." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Separate tokenizer regressions affecting different models and behaviors." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "ONNX module import failure vs missing PyTorch dependency; distinct causes." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-regression umbrella, but 42757 is a specific missing symbol from huggingface_hub; not the same concrete bug." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache tokenizer loading and quantized model saving are unrelated." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism output corruption vs image-specific infinite loop; different code paths." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI env command breakage and sentence-transformers import NameError are separate issues." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading and wrong decoder type are different tokenizer problems." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning and torch.split return handling are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwarg update after sync_gpus is unrelated to auxiliary-loss handling in D-FINE." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping None handling and AutoProcessor kwargs forwarding are different loader bugs." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads do not match." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a bufferized position_ids tensor and tokenizer_class mismatch on save_pretrained are separate defects." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Stuck loading and Mac bus error are not the same underlying bug." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer discrepancy and Qwen3-Next tied-weights warning are unrelated model issues." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Cached_file kwarg forwarding and chat-template tool-call crashes are different paths." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Dequantized model saving failure is unrelated to pipeline parallelism output errors." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Precision/config epsilon bug and docstring mismatch are not duplicates." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Different tokenizer regressions: one changes tokenization output, the other crashes in batched chat templating." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-error umbrella, but 41628 is a specific missing export; not enough evidence of one shared code-path bug." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import-time NameError and stale auto_mappings references are separate issues." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "Generic tokenizer loading failure and Deepseek tokenization incorrectness are different problems." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Quantized saving failure and invalid GenerationConfig are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both involve AutoTokenizer loading, but the evidence is too weak to say they are the same concrete bug." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Wrong model-class warning and missing output attribute are distinct SAM 3 video issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 40, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:29159", + "issue:30990", + "issue:36296", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43611", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45216", + "issue:45245", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002" + ], + "soft_pairs": [ + "issue:43232|issue:45245", + "issue:44360|issue:44485", + "issue:43122|issue:44521", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:44038|issue:44297", + "issue:42907|issue:44964", + "issue:29127|issue:30990", + "issue:44038|issue:44295", + "issue:43122|issue:44779", + "issue:36296|issue:43116", + "issue:42907|issue:43452", + "issue:44038|issue:44222", + "issue:39401|issue:44488", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:39401|issue:44521", + "issue:42757|issue:44351", + "issue:43784|issue:45446", + "issue:43992|issue:44704", + "issue:43122|issue:44977", + "issue:22355|issue:28218", + "issue:22355|issue:29159", + "issue:43066|issue:44779", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:42371|issue:43874", + "issue:43976|issue:45446", + "issue:42222|issue:43441", + "issue:43493|issue:45753", + "issue:42831|issue:44297" + ], + "prepared_review_unit_hash": "481880870dbe59b60cede4256d7b92873aa51cba61feb61c4bbf15d306e5a626", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36463, + "estimated_input_tokens": 9116, + "estimated_eval_tokens": 18488 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated single-bug reports. The only loose thematic overlap is tokenizer regressions around v5, but none of the soft pairs look like true duplicates.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43122 is the most broadly phrased and central tokenizer-regression report, so it best serves as the cluster anchor among these mostly unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 has the clearest cross-cutting scope (tokenization changes across versions) and enough discussion/inbound refs to represent the cluster better than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation sync/kwargs handling and a category-cardinality runtime error are unrelated failure modes." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A DSA indexer bug and a GLM-5 RoPE implementation discussion do not describe the same code-path problem." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenization-adjacent behavior, but one is a generic tokenizer regression and the other is multimodal chat-template assistant-mask generation." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to flash_attention_3 training degeneration." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty multi-label classification results in an example script is a different bug from Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe from_pretrained failure and tokenizer_class mismatch on save_pretrained affect different APIs and code paths." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral and loading Phi-4 multimodal are not the same underlying bug." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "An error-message clarity issue in LayoutLMv3 is unrelated to Sentence Transformers getting stuck loading." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe loading and reading a registered position_ids buffer are different concrete failures." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer regressions, but the symptoms and affected models differ too much to treat as one bug." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training instability is unrelated to the classification example script returning empty multi-label results." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failure and gguf_file loading failure are different model-loading/saving bugs." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE/FP8, but one is a Qwen3-VL-Moe load bug and the other is FP8 save_pretrained behavior." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset mappings for Qwen3 tokenizer and failure to load cjvt/sleng-bert are unrelated symptoms." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache are different import errors from different symbols." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5/Transformers 5.4.0 regressions, but save_pretrained checkpoint corruption and from_pretrained MoE errors are not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping and all-zero assistant masks are separate tokenizer/template issues." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "One is an import break from huggingface_hub and the other from transformers; different packages, different missing names." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError and a PyTorch version-check bug in flex_attention are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in from_pretrained and AutoProcessor kwargs not reaching cached_file are different loading-path problems." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but the model families and concrete failures differ; not enough to merge." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx and an extra-space tokenizer bug are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx and slow/fast tokenizer inconsistency do not describe the same issue." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "A decoder-type config bug and Deepseek tokenizer wrong outputs are different underlying problems." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Invalid GenerationConfig and GLM-5 RoPE implementation are not the same failure." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression and NaNs in classification heads are distinct bugs." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API warning guidance and a missing image-patch helper method are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility and an incorrect PyTorch version guard are separate environment-check issues." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral flash-attention failure affect different models and code paths." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite-loop generation are unrelated model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 41, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42673", + "issue:43064", + "issue:43116", + "issue:43381", + "issue:43421", + "issue:43450", + "issue:43493", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44625", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077" + ], + "soft_pairs": [ + "issue:44075|issue:44936", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:43116|issue:43493", + "issue:43937|issue:45563", + "issue:38617|issue:45278", + "issue:43064|issue:43673", + "issue:44380|issue:46077", + "issue:33453|issue:39401", + "issue:44117|issue:45588", + "issue:44625|issue:46002", + "issue:43827|issue:45446", + "issue:39401|issue:44779", + "issue:22355|issue:29127", + "issue:43381|issue:44945", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:45405|issue:45446", + "issue:43450|issue:43986", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:42673|issue:45072", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:44291|issue:45071", + "issue:39401|issue:43421", + "issue:44484|issue:45310" + ], + "prepared_review_unit_hash": "4dca3bb6db679c21b1f784f58219e4716ee652cd6b286df3be7bbf837c783f9e", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35767, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is thematically related to Transformers v5 regressions, but the items split into distinct bugs across imports, tokenizers, Qwen3.5, training, and generation. I don\u2019t see any soft-edge pair that clearly describes the same underlying change or defect, so no merges are justified.", + "confidence": 0.71, + "canonical_issue_reason": "If a single anchor is needed, issue:45278 is the broadest umbrella for the import-regression slice ('many import errors after update to 5.5.0'), but the overall cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best representative only in the loose sense that it captures the widest recurring theme (import failures after v5 upgrade); it is not a strict duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unrelated bugs: unused SGD args vs trainer.evaluate() failure after training." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but different code paths: save_pretrained key serialization vs from_pretrained loading error." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/Qwen3-VL-Moe loading issues, but the titles don\u2019t identify the same concrete failure." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Different features entirely: multi-label classification example vs pipeline() translation support/error messaging." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "qwen3_omni_moe feature-length helper behavior is unrelated to flex_attention version-check/import logic." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Different model and symptom: classification example output vs SigLIP2 implementation discrepancy." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation failure and a stale warning for num_return_sequences are different issues." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import regressions, but one is a specific missing symbol and the other is a broad upgrade report; not the same underlying bug." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer-state corruption in training is unrelated to missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both concern attention behavior, but GPT2 scaling under SDPA/FlashAttention and Gemma4 causal masking are distinct code paths." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression vs incorrect offset_mapping are different tokenizer bugs." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are not the same defect." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a PyTorch version check bug are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer correctness bugs for different models; not one shared issue." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing transformers.onnx module and a LayoutLMv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Gradient checkpointing in eval mode and incorrect output under pipeline parallelism are different runtime bugs." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig invalid and Qwen3.5 flash-attention generation failure are distinct problems." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "save_pretrained serialization inconsistency is unrelated to NaNs in classification heads." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT minimum-version packaging issue and flex_attention import/version check bug are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug vs AutoProcessor crash without torchvision are different video-processing failures." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None and Mistral regex patch crash are separate tokenizer internals bugs." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Two different import errors with different missing symbols; same broad theme, but not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multithreaded Qwen3ForCausalLM usage is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 from_pretrained loading errors are different model issues." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 training degeneration and incorrect checkpoint serialization are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and PretrainedConfig type-checking breakage are separate v5 regressions." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset-mapping bug and runtime post-processor update bug are different tokenizer behaviors." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size question is unrelated to Qwen3.5 from_pretrained failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 42, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43742", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44368", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45071", + "issue:45278", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656" + ], + "soft_pairs": [ + "issue:43408|issue:43742", + "issue:42222|issue:45542", + "issue:43937|issue:44496", + "issue:42175|issue:42222", + "issue:44483|issue:45464", + "issue:44964|issue:45278", + "issue:42371|issue:44261", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:43012|issue:43577", + "issue:43874|issue:44261", + "issue:44410|issue:45478", + "issue:44484|issue:45478", + "issue:38617|issue:44220", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:41628|issue:45071", + "issue:43012|issue:43408", + "issue:42222|issue:45459", + "issue:45071|issue:45542", + "issue:43441|issue:44829", + "issue:42371|issue:42831", + "issue:42673|issue:44977", + "issue:42673|issue:43906", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43097|issue:43452", + "issue:43874|issue:44263", + "issue:43408|issue:44368", + "issue:44117|issue:44987", + "issue:43976|issue:44945", + "issue:43986|issue:44484" + ], + "prepared_review_unit_hash": "bcacc9dbb4ec8fe8a783e41f95ca901be9d0e4efc8527bb008870b49a7f10e5c", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37104, + "estimated_input_tokens": 9276, + "estimated_eval_tokens": 18808 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair is strong enough to merge as a true duplicate. The cluster is mostly a loose collection of unrelated Transformers regressions and version-5 compatibility reports, with only a few broad thematic overlaps.", + "confidence": 0.85, + "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s version-upgrade/import-regression theme, so it is the most plausible umbrella issue among these reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global representative because it is broad enough to subsume the import/error-after-upgrade subset, while most other items are narrower, model-specific, or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model families and different failure modes: a model-type warning vs a loading key error." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage and missing-TF backend packaging are unrelated subsystems." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Both are load-time config errors, but one is invalid GenerationConfig and the other is an unrecognized model/config mismatch." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Packaging/backend dependency issue versus a specific model breakage; not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Same endpoint area, but one is a generic chat-completions rejection and the other is a streaming failure on a specific model." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Phi-4 multimodal loading failure is a model-specific bug, while 45278 is a broad import-regression report." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 configuration warning and MLA rms_norm_eps precision error are different numerical issues." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both involve optimizers, but one says SGD args are ignored while the other says step() is called twice under DeepSpeed." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is a decoder-type mismatch and the other is a tokenization behavior change." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both mention precision/dtype, but one is a compile warning and the other is a BLIP2 dtype-loading bug." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different code paths: multimodal token counting in an image processor versus a layernorm config precision issue." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen family bugs: missing projections in a layer versus a from_pretrained error." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Sharding-size question and Qwen3.5 loading error are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for a missing symbol and an audio feature extraction issue are not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Both are GLM-related, but torch.split return handling and RoPE implementation are different internal defects." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Both are v5 regressions, but one is a removed config flag and the other is unexpected position-id keys; not the same underlying change." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Importing AutoImageProcessor and PretrainedConfig type-checking are distinct failure modes." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Precision warning on compile versus a model-type mismatch warning are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose model failure and hidden tokenizer errors from protobuf handling are different code paths." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking breakage in PretrainedConfig and undefined TF backend installation are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both touch FlashAttention, but they describe different concrete bugs and likely different fixes." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior control and FineGrainedFP8 accuracy are separate numerical-behavior issues." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "VRAM leak in dataloader threads and Qwen3.5 flash-attention generation failure are different bugs." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "The second item is just a reproduction of another issue, not the same VRAM-leak problem." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL loading issues, but the reported model variants and failures differ." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "A SwitchTransformers sparse-layer config bug is not the same as a PretrainedConfig typing regression." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed config flag warning and gguf/AutoTokenizer loading breakage are distinct regressions." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM components and symptoms; image-patch counting is not the same as torch.split return handling." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Both are warnings, but one is a model-type mismatch and the other is a tie_word_embeddings config warning." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer-mapping None handling and loading a specific model package are not clearly the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version support regression and pipeline-parallelism output corruption are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Missing torchvision crash in AutoProcessor loading is unrelated to save_pretrained shard sizing." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 43, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:38617", + "issue:42617", + "issue:42673", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43381", + "issue:43502", + "issue:43550", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44704", + "issue:44964", + "issue:45071", + "issue:45103", + "issue:45200", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45561", + "issue:45588", + "issue:45753", + "issue:45859", + "issue:46050" + ], + "soft_pairs": [ + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:44410|issue:45375", + "issue:43097|issue:46050", + "issue:44062|issue:44117", + "issue:38617|issue:44351", + "issue:43097|issue:45588", + "issue:44964|issue:45071", + "issue:42673|issue:45200", + "issue:44038|issue:44410", + "issue:44704|issue:45103", + "issue:43931|issue:44410", + "issue:43502|issue:43992", + "issue:44261|issue:44485", + "issue:44964|issue:45341", + "issue:45341|issue:45859", + "issue:43986|issue:44117", + "issue:43097|issue:43873", + "issue:43066|issue:43906", + "issue:42617|issue:45341", + "issue:43986|issue:45290", + "issue:43986|issue:45372", + "issue:45341|issue:45561", + "issue:43825|issue:44655", + "issue:43986|issue:45341", + "issue:43992|issue:44484", + "issue:45341|issue:45588", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:42886|issue:43381", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:44483|issue:44514" + ], + "prepared_review_unit_hash": "fd1ef947585e743250a6b30299db87b1d3c7b2baf304c95e2aea7da2413e4352", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37150, + "estimated_input_tokens": 9288, + "estimated_eval_tokens": 18832 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft links are overwhelmingly false positives: these issues span unrelated import errors, model-loading regressions, training/quantization problems, tokenizer/processor bugs, and testing-utils defects. There is no single underlying duplicate thread here.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the candidates cover unrelated code paths and bug classes, so there isn\u2019t one issue that cleanly represents a duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45561 is the most triage-ready concrete bug report in the set, with a reproducible race condition and multiple inbound references, so it is the best anchor only in a weak representative sense.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Different import failures from unrelated symbols/modules." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Both are training bugs, but one is FSDP/PEFT optimizer-state corruption and the other is Liger Kernel application." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen model/config defects; no shared underlying code path." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "One is a config/API removal warning, the other is a quantized save/load breakage." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer constructor error vs mapping lookup assumption; separate failures." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing exports in different modules." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Different failure modes: config deprecation warning vs flash-attention crash on sink-less models." + }, + { + "left": "issue:44964", + "right": "issue:45071", + "accept": false, + "reason": "Model-loading failure for Phi-4 vs a PretrainedConfig type-checking regression." + }, + { + "left": "issue:42673", + "right": "issue:45200", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloader use vs a missing text-only default field." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen variants and different model components are involved." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding bug vs docstring parsing crash." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Loading shape mismatch vs missing projections in a different Qwen family model." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Offline/local file access bug vs missing encoder weights on load." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "RoPE precision/config warning vs a GLM-5 RoPE implementation issue." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Phi-4 multimodal loading bug vs an unrelated testing_utils bug." + }, + { + "left": "issue:45341", + "right": "issue:45859", + "accept": false, + "reason": "Testing utility bug vs rotary-embedding CPU offload incompatibility." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "AutoProcessor/torchvision crash vs tokenizer mapping None handling." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Config deprecation/removal issue vs quantization offloading behavior." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type vs an isolated reproduction of a different issue." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py failure and testing_utils bug are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "Video-model loading crash vs chat-template crash with tool calls." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Video-model loading crash vs Gemma 4 processor import error." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both mention testing utilities, but one is a generic bug and the other is a pytest-xdist race condition." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation error-message bug vs pipeline save_pretrained failure." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video processor crash vs a testing_utils bug." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing encoder weights vs a question about save_pretrained shard size." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing utility bug vs flash-attention AttributeError." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Compile-time warning about bf16 precision vs a concrete compile failure in another model." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Different warnings with different causes: bf16 precision vs tie_word_embeddings." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading bug vs eval-mode gradient checkpointing restriction." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized save failure vs an infinite-loop generation bug on a specific image." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Different save-related bugs in different subsystems." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat-completions endpoint rejection vs batched chat-template 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": 17, + "review_unit_index": 44, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42898", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43881", + "issue:43901", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44220", + "issue:44222", + "issue:44230", + "issue:44242", + "issue:44263", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45753", + "issue:46077" + ], + "soft_pairs": [ + "issue:44222|issue:45478", + "issue:43208|issue:43526", + "issue:42490|issue:43012", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:44038|issue:44230", + "issue:38617|issue:43502", + "issue:44483|issue:45290", + "issue:43618|issue:43761", + "issue:43064|issue:44380", + "issue:43299|issue:43867", + "issue:44483|issue:45381", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:42994|issue:44655", + "issue:45276|issue:46077", + "issue:43352|issue:43937", + "issue:43867|issue:45216", + "issue:36010|issue:42757", + "issue:42898|issue:43066", + "issue:44220|issue:44655", + "issue:43756|issue:44485", + "issue:44625|issue:46077", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:44263|issue:45440", + "issue:43906|issue:45753", + "issue:36683|issue:44242", + "issue:36683|issue:43881", + "issue:43299|issue:45753", + "issue:43901|issue:46077", + "issue:43352|issue:43976" + ], + "prepared_review_unit_hash": "bd5e619bf044e85ecd7ded4fc56768650495ac386e2fa00a8603504d80dfff6d", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36247, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft-linked issues span unrelated import errors, model-specific config bugs, saving/loading regressions, tokenizer behavior changes, and attention/mask problems. I do not see a duplicate-grade canonical issue or PR, and I would reject all soft edges as distinct bugs/changes.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is FP8 save_pretrained failure and the other is from_pretrained loading error; different operations and likely different fixes." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and a BeitImageProcessorFast label-reduction bug are unrelated subsystems with different symptoms." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local path import-warning behavior and a bfloat16 compile warning are different code paths and different bugs." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Both involve compilation, but one is a warning and the other is a hard flex_attention failure on newer torch; not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols from different packages; no shared underlying change is evident." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug and fp8 inference support are separate issues, not one concrete defect." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing import from configuration_utils and unexpected network requests with local_files_only=True are unrelated failures." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat-completions request rejection and a chat-template crash with tool calls are different layers and different failure modes." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one concerns attentions and the other hidden_states; that is too broad to treat as the same concrete bug." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and GPT2 attention-scaling being ignored are unrelated issues." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are loading failures, but one is a Qwen3.5/VL model regression and the other is about sorted state_dict loading; different root causes." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "An API request rejection and a Qwen2.5-VL video position-id bug are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mentioning return_all_scores and inability to save Pipeline objects are different problems." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing Gemma3Config.vocab_size and missing Sam3VisionEncoderOutput.fpn_position_embeddings are different model-specific attribute bugs." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model save_pretrained failure and pipeline save_pretrained failure affect different objects and code paths." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 embedding resize behavior and Gemma4 bidirectional-attention masking are distinct model behaviors." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support gating and invalid GenerationConfig validation are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "A state_dict-sorting load error and a Qwen3.5 save_pretrained regression do not point to the same underlying bug." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different missing names from different modules." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer cleanup behavior changes and wrong tokenizer decoder type are both tokenizer regressions, but not the same concrete defect." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "An audio feature-extraction bug and pipeline save_pretrained support are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and GLM-5 RoPE implementation concerns are different models and different bugs." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention-mask construction are unrelated model behaviors." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing-config-attribute reports, but for different models and different fields; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Missing CLIP attentions and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "A torch.split return-value issue in a GLM MoE indexer and DeepSeekV3 MoE divergence are different code paths." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "A reproduction of another issue and a Qwen3_5 infinite-loop report are not the same underlying bug." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "A missing Gemma3Config attribute and a load-balancing-loss omission in MoE are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Gemma3Config.vocab_size and glm-4v loading failure are different model-specific issues." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen models, but one is a loading failure and the other is a generation infinite loop; different defects." + }, + { + "left": "issue:43901", + "right": "issue:46077", + "accept": false, + "reason": "Pipeline documentation mismatch and Gemma4 attention-mask behavior are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support and Python version compatibility are unrelated problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 45, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42490", + "issue:42890", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43901", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44117", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44484", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45125", + "issue:45310", + "issue:45335", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45561", + "issue:45588", + "issue:45600", + "issue:46077" + ], + "soft_pairs": [ + "issue:43992|issue:45310", + "issue:43441|issue:44380", + "issue:45335|issue:46077", + "issue:43352|issue:44380", + "issue:44355|issue:44855", + "issue:44380|issue:45479", + "issue:43867|issue:45375", + "issue:43352|issue:45478", + "issue:41669|issue:44246", + "issue:43618|issue:44380", + "issue:36683|issue:44117", + "issue:42890|issue:45561", + "issue:43064|issue:44492", + "issue:43097|issue:43352", + "issue:43867|issue:45357", + "issue:43976|issue:44938", + "issue:43992|issue:45478", + "issue:43064|issue:44655", + "issue:36296|issue:43575", + "issue:42490|issue:44075", + "issue:28282|issue:33453", + "issue:44360|issue:45440", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:43618|issue:45588", + "issue:44655|issue:44938", + "issue:43901|issue:44938", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:42890|issue:45341", + "issue:44222|issue:45125" + ], + "prepared_review_unit_hash": "76bae3fe2591e2b518770d366b56a4ece984269c0e2ecf101c0207699ca5b30a", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37499, + "estimated_input_tokens": 9375, + "estimated_eval_tokens": 19006 + }, + "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 (loading, flash-attention, tensor parallelism, tests, docs, Python-version regressions). The only obvious near-duplicate signal is the Qwen3.5 MoE from_pretrained error family, but none of the provided soft pairs are true duplicates.", + "confidence": 0.42, + "canonical_issue_reason": "Issue 45310 is the strongest anchor: it is a concrete model-loading regression, has discussion activity, and is echoed by the later same-title issue 45478, which suggests a real duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the best representative issue in this set because it is specific, actionable, and clearly tied to a reproducible code-path bug rather than a broad symptom, test flake, or docs-only complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different models and failure modes: missing embed_tokens.weight in UMT5Encoder vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Both involve FlashAttention/SDPA, but one is a model-specific failure and the other is attention-scaling config being ignored; not the same bug." + }, + { + "left": "issue:45335", + "right": "issue:46077", + "accept": false, + "reason": "resize_token_embeddings not updating decoder.embed_tokens is unrelated to Gemma4 building causal masks for bidirectional attention." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Unsupported FlashAttention 2.0 on one model is not the same as GPT2 ignoring attention scaling config under SDPA/FlashAttention." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "General compiled-Python-file loading errors differ from a specific Python 3.13 torch.jit.script parsing/IndentationError issue." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend behavior on GPT2 is unrelated to a sequence-classification zero-loss bug." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict sorting load failure is unrelated to a missing config field being dropped by @strict." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "FlashAttention unsupported on Nemotron is unrelated to Qwen3.5 MoE from_pretrained failing." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-* cleanup/perf work is not the same underlying bug as intermittent import-transformers slowness." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions assignment regression is unrelated to GPT2 attention scaling under backend changes." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config is a different problem from TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test failures, but one is seed-related flakiness and the other is an xdist race on captured_info.txt." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer-state corruption in FSDP2/PEFT is unrelated to a typo in cache strategy docs/code." + }, + { + "left": "issue:43097", + "right": "issue:43352", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder API is unrelated to FlashAttention support on a specific model." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Sorting-related load error is not the same as saving incorrect visual encoder keys in Qwen3.5." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both mention Python versions, but they describe different version-specific load failures." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder is unrelated to the Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:43064", + "right": "issue:44655", + "accept": false, + "reason": "Training optimizer-state bugs do not match a save_pretrained Pipeline-object serialization issue." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug on one setup is not the same as OOM when loading a specific Qwen2 model with tp." + }, + { + "left": "issue:42490", + "right": "issue:44075", + "accept": false, + "reason": "Local-path import warnings are unrelated to SGD arguments being ignored." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch environment error is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU issue is unrelated to DeepseekV3MoE diverging from remote implementation." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "State-dict ordering load failures are unrelated to the default 50GB shard size question." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to an AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIPOutput attentions assignment and Qwen3.5 flash-attention generation failure are different code paths." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "Missing CLIPOutput attentions is not the same as s_aux=None crashing flash_attention.py." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Pipeline save_pretrained support is unrelated to Python 3.14 import/load failures." + }, + { + "left": "issue:43901", + "right": "issue:44938", + "accept": false, + "reason": "Docs still mentioning return_all_scores is unrelated to a runtime load failure on Python 3.14." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seed flakiness is unrelated to Phi-4 multimodal failing to load on latest transformers." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Seed-related test flakiness is not the same as stale device override behavior in CI." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "A flaky model test is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local_files_only still making API requests is unrelated to AddedToken receiving duplicate special arguments." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "A missing set_seed in integration tests is unrelated to a bug in testing_utils.py." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for MoE is unrelated to a missing _tp_plan for tensor parallelism." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 46, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45656", + "issue:45850" + ], + "soft_pairs": [ + "issue:42548|issue:44351", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30990|issue:31795", + "issue:45125|issue:45375", + "issue:30333|issue:33453", + "issue:44387|issue:44556", + "issue:43010|issue:45278", + "issue:43723|issue:44556", + "issue:42831|issue:43874", + "issue:43502|issue:44222", + "issue:43010|issue:44368", + "issue:43502|issue:44961", + "issue:43010|issue:45850", + "issue:44315|issue:44360", + "issue:44355|issue:45071", + "issue:30333|issue:36296", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:44222|issue:44230", + "issue:43299|issue:44556", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43010|issue:45656", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:41628|issue:42548", + "issue:43010|issue:43976", + "issue:38617|issue:43576", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:44261|issue:44360", + "issue:44623|issue:45230" + ], + "prepared_review_unit_hash": "e6223158ab7dfe0c48fce5d97ef1e9d50f909aeeaba8eeea0a18c4bc683e3b80", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39106, + "estimated_input_tokens": 9777, + "estimated_eval_tokens": 19810 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers v5-era regressions (import/loading, quantization, tensor-parallel, docs), not one tight duplicate set. The best umbrella issue is the broad \"many import errors after update\" report; only the Qwen3.5 MoE loading/tensor-parallel pair looks like the same concrete bug.", + "confidence": 0.49, + "canonical_issue_reason": "issue:45278 is the broadest and most representative umbrella: it explicitly captures multiple import regressions after upgrading to v5.5.0, which aligns with several of the nearby import-failure reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global representative because it is concrete, broad enough to absorb related import/export breakages, and directly describes the version-upgrade regression theme seen in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they target different symbols and no shared concrete code-path is evident." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "One is about unwanted API calls with local_files_only; the other is a GLM-5 RoPE implementation issue." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python-file errors and post-upgrade slowdown are different failure modes." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Both point to the same Qwen3.5 MoE loading/tensor-parallel regression on newer Transformers versions." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "A loading hang and documentation confusion are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan during loading is a different bug from a config field being silently dropped." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting after failed training and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 memory/OOM behavior and checkpoint reload compatibility are different problems." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad semantics and broad import errors do not share the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading and checkpoint reloading touch different code paths." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy and a missing image-patch API are not the same issue." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Unexpected API requests and FP8 save_pretrained behavior are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "No-grad decoration on cache updates is not the same as a tied-embeddings warning." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "A local_files_only networking leak and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific cache-update bug is far narrower than a vague \"breaks too many models\" complaint." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application and a DSA indexer ReLU issue are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file runtime errors and PretrainedConfig type-checking are different bugs." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow failure reporting and tensor-parallel training are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and a placeholder issue are not the same change." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python-file errors are unrelated to saving Pipeline objects." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is save_pretrained behavior and the other is inference support; too different to merge." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading and v4-to-v5 checkpoint reload issues are different concrete failures." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression and a specific Llama 3.2 Vision loading breakage are not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "A missing huggingface_hub symbol and a broken env command are not the same underlying issue." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading and tensor-parallel training are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder racoon issue and Gemma audio positional encoding are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are top-level import errors, but they concern different exported symbols and no single concrete bug is established." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no-grad behavior and Python version support are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Missing layer_type_validation import and a broken env command are not the same issue." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command and Python 3.14 loading failure are different regressions." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs being ignored has nothing to do with the placeholder issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and documentation about text classification outputs are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Importing AutoImageProcessor and compiled-Python-file errors are different failures." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "MLA layernorm precision and a missing ReLU in the DSA indexer are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor save_pretrained files is not the same as a generic bug report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly treats the cluster as a loose mix of v5-era regressions and uses issue:45278 as a broad umbrella for the import-regression subgroup. The soft-edge decisions are generally conservative, and the one accepted pair (issue:45125 vs issue:45478) is at least plausibly the same Qwen3.5 MoE loading/tensor-parallel regression based on the titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 47, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "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:43874", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850" + ], + "soft_pairs": [ + "issue:44273|issue:45542", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:44038|issue:45125", + "issue:43576|issue:44556", + "issue:44393|issue:45071", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44373|issue:44961", + "issue:44556|issue:45092", + "issue:45362|issue:45850", + "issue:43572|issue:45850", + "issue:44704|issue:44908", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:44297|issue:45230", + "issue:43352|issue:44393", + "issue:44295|issue:45230", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43673|issue:44492", + "issue:45278|issue:45850", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:41669|issue:44492", + "issue:41669|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:42371|issue:44492", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:44492|issue:45850" + ], + "prepared_review_unit_hash": "204fc5fde89535200f9451aa3b5705c821ab75b321a923cfda5ba1018d475ab9", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 41, + "serialized_chars": 38712, + "estimated_input_tokens": 9678, + "estimated_eval_tokens": 19612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated v5 regressions and model-specific bugs. The only clearly accepted duplicate is the import/lazy-loading pair issue:44246 \u2194 issue:44273; the Qwen3.5-related pairs remain too specific or differ in failure mode to merge as duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44273 is the broadest open report for the lazy-loading/import regression theme, and it best serves as the umbrella issue for the one confirmed duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44273 is the strongest single reference point for the import/lazy-loading cluster because it is open and covers the broad user-visible symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Both are import-related symptoms, but one is lazy loading/import timing and the other is TensorFlow/tensorboard backend behavior; not the same bug." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Related to imports, but one is lazy-loading regression and the other is unsafe sys.modules access; different root causes." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but different concrete failures: 2D bbox hallucination/error versus an infinite-loop case." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen/MoE, but one is a broad bug report and the other is a specific missing _tp_plan tensor-parallel issue." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5-related, but the broken env command and checkpoint reload incompatibility are distinct problems." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL output issues and PretrainedConfig type-checking are unrelated code paths." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/performance and chunked-prefill cache behavior are different defects." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A specific Llama4Config attribute error is not the same as a broad 'many models break' report." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "Docstring wording and a placeholder 'racoon' issue are unrelated." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern upgrade breakage, but the loading/reload failures are on different paths and are not clearly duplicates." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash versus a generic broad regression report; not the same underlying bug." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig missing pad_token_id is a specific config regression, not the same as a generic many-model breakage report." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs and scheduler lr_scheduler_kwargs are separate APIs and failures." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to scheduler keyword handling." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": true, + "reason": "These describe the same import/lazy-loading regression from different angles: slow import behavior and lazy loading not working properly." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type mismatch warning and Liger Kernel/model_init behavior are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL output failure are different defects." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer metadata mismatch and a generic bug placeholder do not indicate the same bug." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Different model families and different failures: Nemotron Flash Attention support versus Qwen3-VL output behavior." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "A position_ids buffer-read error is unrelated to a generic placeholder bug report." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "The env command regression and inverse_sqrt scheduler kwargs issue are separate problems." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are distinct code paths." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/performance and a HybridCache import error are not the same defect." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-performance regression and a testing_utils bug are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing during chunked prefill and a cache-strategy typo are not the same bug." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "A broad upgrade/import-error report is not the same as a generic 'many models break' complaint." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "GLM46V multimodal token handling is unrelated to the broad v5 breakage report." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5/Qwen-related, but the concrete failures differ and are not clearly the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init validation and _tied_weights_keys list handling are different issues." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still mentioning pipeline() and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-star cleanup/performance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-time performance regression and scheduler kwargs handling are different code paths." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Docstring confusion and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel with model_init and flash_attention_3 degenerate training are different bugs." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and cache-strategy typo are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Both are v5/import related, but the env command regression and lazy-loading failure are not clearly the same root cause." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weight key handling are different defects." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic placeholder issue and a concrete Qwen3.5 Moe from_pretrained error are not evidence of duplication." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy-loading/import regression and scheduler kwargs handling are separate code paths." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies is not the same as a broad model-breakage report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering is mostly conservative, but the summary overstates the evidence by claiming a true duplicate Qwen3.5-MoE from_pretrained pair that is not supported by the packet\u2019s soft-edge verdicts. In the packet, the only clearly accepted soft edge is issue:44246 \u2194 issue:44273; the Qwen3.5-related pairs are all marked false. The lazy-loading/import pair is a plausible umbrella match, but the summary should not elevate unsupported duplicates." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 48, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-408", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37428", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44485", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45092", + "issue:45290", + "issue:45310", + "issue:45468" + ], + "soft_pairs": [ + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:43704|issue:44998", + "issue:41669|issue:44998", + "issue:43572|issue:44861", + "issue:43066|issue:44998", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:44360|issue:44998", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:31795", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "9f78da31f9ffaa2b037e9c581efa3edf64e6d9fa4d3dba02f32cb5b83220136e", + "component_budget": { + "node_count": 408, + "item_count": 408, + "soft_pair_count": 1526, + "serialized_chars": 787332, + "estimated_input_tokens": 196833, + "estimated_eval_tokens": 393922 + }, + "budget": { + "node_count": 33, + "item_count": 33, + "soft_pair_count": 32, + "serialized_chars": 28207, + "estimated_input_tokens": 7052, + "estimated_eval_tokens": 14360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is dominated by soft-similarity false positives across unrelated issues. No pair looks like a true duplicate; the closest thematic area is tokenizer-v5 regression reports, but even those are not the same concrete bug.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 43066 is the most concrete and actionable report among the few tokenizer-v5-adjacent items, but the cluster overall does not have a clear true duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43066 is the best representative of the narrowest recurring theme here (tokenizer behavior regressions in v5), though it is still not a match for most of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL processor timestamp bug vs GLM-5 RoPE implementation; different models and different code paths." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp calculation vs scheduler kwargs handling; unrelated subsystems." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-* cleanup/perf issue vs VRAM leak in dataloader threads; not the same bug." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion in model.forward vs model-loading regression for Llama 3.2; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Forward API docs issue vs flash-attention import error; different problems." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger Kernel not applied with model_init vs remote-code meta-init incompatibility; different init bugs." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation vs Gemma-4 audio positional encoding; different models and fixes." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3 multi-threading vs RoPE implementation issue; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only still triggering API requests vs processor timestamp math; unrelated download vs processing behavior." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings behavior vs VRAM leak; no shared concrete bug." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Both involve processors, but one is timestamp calculation and the other is save_pretrained file output; different failures." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp bug vs VRAM leak; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in an indexer vs Gemma-4 audio positional encoding; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch vs Gemma-4 audio encoding; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA layernorm precision error vs Gemma-4 audio positional encoding; unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-v5 related, but one is a broad behavior change report and the other is a specific decoder-type bug; not clearly the same concrete issue." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs unrelated 'Unemployment' issue; obviously different." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights helper crash vs chat template crash with tool calls; different code paths." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config vs tied-weights key crash; unrelated model/config bugs." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "VRAM leak vs unrelated issue title; not a duplicate." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-* performance cleanup vs unrelated issue title; not a duplicate." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig vs tied-weights key crash; different failures." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Tokenizer v5 decoder-type bug vs unrelated issue title; not a duplicate." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading vs ImportError for layer_type_validation; different issues." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request vs processor.save_pretrained missing files; feature request vs bug." + }, + { + "left": "issue:44360", + "right": "issue:44998", + "accept": false, + "reason": "DSA indexer activation issue vs unrelated issue title; not a duplicate." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed training jobs vs slow from_pretrained checkpoint loading; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow checkpoint loading vs tensor-parallel training bug; different symptoms and paths." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request vs Qwen3.5-MoE from_pretrained error; one is feature support, the other is a loading regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading slowdown vs forward-API documentation confusion; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Both mention loading, but one is slow checkpoint load and the other is a tokenizer loading regression; not the same bug." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching not supporting audio models vs FP8 infer support for Qwen3-VL/Qwen3.5 MoE; different features." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "4a6087315dd1fc9e9dd375a78133de7cbbef4dbbd398f8981e9ab2d0eeca5623", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates: one is about TAPAS tokenization, one is about private-model download/auth messaging, and one is about loading bert-base-uncased. The soft similarities are too broad to merge.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical duplicate stands out. Issue #16618 is the broadest user-facing model-load failure, but #13244 is a tokenizer mismatch and #15980 is a private-model login/error-message problem, so they are distinct.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the most general and concrete model-loading symptom, so it is the best single issue to anchor triage if one must be chosen, but it should not absorb the others as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problem domains: TAPAS tokenization vs failing to load bert-base-uncased. No evidence of the same code path or fix." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both concern model access/loading, but one is specifically a private-model login/download error and the other is a public-model load failure. Too different 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": 3, + "component_count": 17, + "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": "87edf6d247bfb30ea96758225f4abc89e86732b65c25710776d03d208652be93", + "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 feature requests in the same format, not duplicates: one for Flash Attention 2 architecture support and one for GGUF architecture support.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the titles and likely work items are different feature requests targeting different capabilities.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue should be treated as the duplicate representative because they describe separate enhancements rather than the same underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested features (Flash Attention 2 vs GGUF support) with no indication they are the same underlying 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": 4, + "component_count": 17, + "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-27088-5", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:44370", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "86cb838903f2618602e3e5e8bd375367818f9b89ce217007bb7bf542c7c1d204", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6441, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6441, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all docs-translation request issues, but the concrete-language ones are for different locales and the templated ones do not provide enough evidence to treat them as the same underlying request. No soft duplicate edges should be merged.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43834 is the closest thing to a cluster representative because it uses the normalized template title and is nearly identical in form to the other templated translation-request issues, but the set still does not look like true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the best global representative only in a loose triage sense: it is the most generic templated translation issue and sits at the center of the near-identical template group, though it should not be considered a true duplicate of the language-specific issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Both are translation requests, but the available metadata does not show they target the same language or same underlying work; different locale requests should stay separate." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Same rationale: the concrete Turkish request is distinct from the templated translation issue, and there is no evidence they are the same locale or change." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "The Turkish request is a specific locale task, while the other item is only a generic translation template; not enough to say they are the same issue." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish docs translations are different locale-specific requests, so they are not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "The Spanish request is specific, but the other item is a generic template; no evidence they refer to the same language or exact task." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish translation request versus another generic templated translation issue; same broad area, but not the same concrete request." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different locale-specific translation request versus a generic template; insufficient evidence for a duplicate." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "The titles/body shapes are very similar, but translation requests are typically language-specific and no explicit shared target is shown." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Near-identical template text alone is not enough; these could still be separate locale requests and there is no explicit linkage." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Both are templated translation issues, but there is no concrete evidence they describe the same language or 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": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-15", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:45322", + "issue:43837|issue:43909", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "5f46c056f1444f060360d5c833cc455193ad2b185d2726b779ac4f9f0cb7a9a0", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20706, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20706, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a duplicate set: it groups many distinct model-addition requests spanning different model families and even different modalities (text, OCR, audio, TTS, ASR, detection). No soft edges should be merged.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue for deduplication: the items are separate model requests with different targets and problem statements, not the same underlying bug/change.", + "canonical_pr_reason": null, + "best_issue_reason": "If one must be named as the broadest representative, issue:42738 ('BERT-like models with RoPE') is the most general, but it is still not a true duplicate canonical for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert vs DEIMv2 are different models and requests; no shared underlying change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert is a text encoder model request; Qwen3-TTS is an audio generation/request for a different modality." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are unrelated architectures (BERT-style encoder vs detection model)." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct detection/vision model additions, not the same model or code path." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio 1.5B are completely different modalities and requests." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and a weight-sparse transformer request are unrelated model families and implementation paths." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR (detection) and Qwen3-ASR (speech recognition) are different tasks and models." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated detection vs text-to-speech requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT is a BERT-like text model; Qwen3-ASR is a speech model request." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the sparse-transformer request target different model architectures and changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio 1.5B are different modalities and unrelated features." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated model requests with no shared concrete bug/change." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different BERT-like models, but still distinct model additions." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture and Qwen3-ASR address different model families and tasks." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 support and sparse-transformer support are separate architecture requests." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model-addition requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral-4B-TTS-2603 are unrelated text vs TTS model requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different tasks and model families." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different modalities and implementation paths." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is a specific model request; 'BERT-like models with RoPE' is a broad feature request, not the same change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "RoPE support for BERT-like models and Voxtral TTS support are unrelated changes." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are different sibling models serving different modalities." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are different audio model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS support and sparse-transformer support are unrelated implementations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral-4B-TTS-2603 are distinct TTS model requests, not the same concrete change." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 target different model families and modalities." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio-related models, not the same request." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR support and sparse-transformer support are unrelated code-path changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated speech vs OCR model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model proposals with no shared underlying change." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are distinct audio vs multimodal segmentation-related requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse transformer support and EUPE are unrelated model/architecture additions." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are different audio model requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse transformer support and EUPE are unrelated model/architecture additions." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR support and sparse-transformer support are unrelated code-path changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated text vs speech model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated speech vs OCR model requests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-37934-7", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:46018", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:42936|issue:43668", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813" + ], + "prepared_review_unit_hash": "7a2fab15260baa307cbe533332a0fe225b79d5b0ff640cb95bc9a8e5f1f1824a", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a duplicate set: the issues span unrelated bugs in Llama normalization, Mask2Former loss handling, ModernBERT typing, tokenizer warnings, a typo, and DeepSeek gating. The soft similarities are only superficial keyword overlap.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue is justified here; the titles describe different code paths and model families, so the apparent similarity is only generic wording like \"norm\", \"type\", or \"warning\".", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a credible global representative. If forced, 43668 is the closest to a generic small bug report, but it is only about a ModernBERTConfig type hint and does not subsume the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Both mention normalization/configuration, but one asks whether Llama4TextL2Norm should be RMSNorm while the other is only about a ModernBERTConfig type hint. Different models and different bug types." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former's unused ignore_value and kwargs not being forwarded to a loss function are distinct bugs in different parts of the training stack." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "These concern unrelated model behavior: Mask2Former ignore_value handling versus DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "A Mask2Former loss parameter issue is unrelated to tokenizer regex warnings after a version bump." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Unused ignore_value in Mask2Former and a typo in a quantization attribute name are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value handling does not match a ModernBERTConfig type-hint correction; different components and fixes." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Forwarding kwargs to a loss function is a different code-path bug from correcting a config type hint." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A ModernBERTConfig annotation issue is unrelated to tokenizer regex pattern warnings." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Type-hint cleanup in ModernBERTConfig is unrelated to a typo in a quantization field name." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 17, + "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": "f28fd63ebba5d749d6e71121cce13a1dba215a596931660fb1740d9b2cf05c4a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is about block decoding behavior, the other is a model support request for DeepSeek v3.2. There is no evidence they describe the same bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #41084 is the more specific technical bug report; #43037 is a separate feature/support request for a particular model.", + "canonical_pr_reason": null, + "best_issue_reason": "#41084 is the better canonical issue candidate only because it is more concrete and actionable, but the pair should not be clustered as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "The titles and implied scopes do not match: 'Set Block Decoding' concerns a decoding implementation detail, while 'DeepSeek v3.2 support' is a model compatibility request. They do not appear to be 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": 8, + "component_count": 17, + "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": "e8dd61dbce94d203a8e62a6849e5eda688c22bcc9f372fd44f5c748fa73a1b8c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both closed Trainer-related issues, but they address different concerns: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They do not look like duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43598 is the more concrete behavior report around a specific Trainer setting; #43600 is a separate accounting/measurement concern.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the better cluster representative because it is narrower and more actionable, while still sitting in the same Trainer-customization area.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "The titles and descriptions point to different underlying problems: unused-column handling vs FLOPS estimation. Shared mention of custom trainers 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": 9, + "component_count": 17, + "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": "e9a3554b402381f400b71347e74d38f5d831563136076b25ea21db3c466c6eae", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate feature requests, not duplicates: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, the other asks for AutoModelForSequenceClassification support for Qwen3.5. Different model families and different auto classes mean they should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "No true canonical duplicate exists; if one issue must be kept as the representative request, #43684 is broader and more central to model registration, but it does not subsume #44405.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the broader, more foundational registration request and is the better representative issue for this cluster, but it should not be merged with #44405.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Reject: they target different capabilities (Qwen3-Omni auto-registration vs Qwen3.5 sequence-classification support) and different config/model paths, so they are not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 17, + "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": "2aeef5e5d4cffa27913ecb1df25995c1a6ec83c96c33fea8d8884aa17b1b1f4a", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4256, + "estimated_input_tokens": 1064, + "estimated_eval_tokens": 2384 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4256, + "estimated_input_tokens": 1064, + "estimated_eval_tokens": 2384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues share the same near-identical title \"huggingface \" and look like duplicates; \"Fett\" does not have enough evidence to join that cluster. Best representative is the oldest of the huggingface issues.", + "confidence": 0.84, + "canonical_issue_reason": "issue #43845 is the best canonical issue candidate: it is the earliest of the three identically titled \"huggingface \" reports, so it is the most natural representative for a duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#43845 is the strongest global issue choice because it matches the duplicate cluster by title and timestamp, while #43835 appears unrelated/noisy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "\"Fett\" and \"huggingface \" do not clearly describe the same underlying issue; the similarity signal alone is too weak." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "No meaningful evidence that these are the same bug; titles are unrelated." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "The titles are unrelated and there is no issue-body detail to tie them together." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title, same topic, and close creation times strongly suggest duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Identical title and clustered timing make these look like duplicate reports of the same issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Identical title with no distinguishing evidence indicates the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: #43845, #43846, and #43859 all have the same title and close creation times, so treating #43845 as the canonical/oldest representative is conservative. The rejection of #43835 is also properly cautious because its title is unrelated and the packet provides no stronger linkage beyond weak soft similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "db15e395ec2717b2ab8d08e3712313a7f8f756b06cc03bd457226f5b0bb25100", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is dominated by low-information spam-like issues. The only comparatively substantive item is the documentation enhancement suggestion, but there is no evidence that any of these are the same underlying issue.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44418 is the only non-spam, nontrivial title in the set and is the best representative anchor for this noisy cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44418 is the most suitable issue to keep as the cluster representative because it is the only item that looks like a real user-facing request rather than spam.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are titled '' with no body details, but that is not enough to show the same underlying issue or change." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same spam title and no supporting context; insufficient evidence they are duplicates of the same concrete issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam, the other is a documentation enhancement suggestion; they do not appear to describe the same problem." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam-like placeholder title versus a specific quoted title; no indication of the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement request and spam placeholder are unrelated and do not share a concrete issue description." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No meaningful overlap beyond both being low-detail issues; not enough to treat as duplicates." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no concrete bug/report content to confirm they refer to the same underlying item." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Generic spam title does not match the specific quoted-title issue; no duplicate evidence." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No shared concrete subject matter; one is spam and the other is a specific named request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "3c4798d7727c87b8e4143b186b794487ba48479339c4d39e280acbbb4364011d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues appear to be duplicates of the same proposal: identical titles and near-identical bodies about \"N6 Arithmetic\" energy reduction techniques. Issue 45145 is the better canonical due to being created earlier and already having an inbound reference.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 45145 was opened first and has the only inbound reference, so it is the best anchor for this duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45145 is the strongest representative of the cluster because it is earliest and already referenced; the content is effectively the same as 45151.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and essentially the same body describing the same energy-reduction techniques proposal, so these are the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: the issues share an identical title, have very similar body sizes, and the soft-similarity signal supports a duplicate-like relationship. Canonicalizing to 45145 is also justified by earlier creation time and the inbound reference count. The verdict is conservative enough here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "35c023c0c94b71bccda97c11a0cb6d38550dad99138eccf4b0bb018085c97d9a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one is a Gemma4/audio-module NF4 inference failure caused by `torch.finfo()` on `uint8` weights, while the other is a `BitsAndBytesConfig` regression where `llm_int8_skip_modules` removes the default `lm_head` exclusion and triggers an `AssertionError`. Same broad 4-bit inference area, but different bugs and code paths.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the reports describe different root causes and would not be collapsed into one duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for deduplication; neither report subsumes the other, though 45674 is the broader config regression and 45672 is the model-specific inference bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different failure modes: `torch.finfo()` TypeError in Gemma4 audio NF4 inference vs `llm_int8_skip_modules` clearing the default `lm_head` exclusion and causing an AssertionError. Shared 4-bit context is not enough to treat them 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": 15, + "component_count": 17, + "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": "41ce6ad0e05f344cd3f04a004a2d96190c0dc5b19a0cb1d3acc56ce42a426bd8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two closed issues with unrelated title strings (different personal names and dates) and no body, links, or code evidence. They do not look like the same underlying bug or change; this appears more like unrelated/spam entries than a duplicate cluster.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different named entities and different dates; no shared description, references, or code context, so they do not appear to report 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": 16, + "component_count": 17, + "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": "941f7083b4e316591282f3a17f97e215a9921db0b9d1cb0263ac98f93708a57f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues appear unrelated: they are separate personal-name/date titles with no body, links, or shared evidence beyond weak similarity. I would not treat them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different names and dates with no issue body, references, or shared targets/files; no evidence they describe the same underlying bug or request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "fa7c607bc0000b1b60214c7dead9dc27a75faf62503a09b2bab7add21c525ef3", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster looks like two strong near-duplicate issue pairs (45870/45871 and 45872/45873) plus a loosely related financial dataset listing (45869). The evidence supports soft similarity, but not confirmed exact duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "45872 is the best single anchor among the similar subgroup because it is the most concrete request and sits in the strongest soft-similarity pair; however, the cluster is mixed, so no issue cleanly represents all items.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the best overall representative for triage: it is the most substantive of the similar issues and is tightly paired with 45873, while 45869 remains only loosely related and the example issues are narrower.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Same broad financial-data theme, but a dataset listing and an example request are not enough to treat as the same issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Loosely related by topic, but the dataset bundle and example topic appear to be different requests." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": false, + "reason": "Very strong textual match, but the packet only provides soft similarity and not enough certainty to call it a confirmed duplicate." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Shared DataForge/financial wording, but the example request and scraping-service request are different concrete topics." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Broadly related by domain, but not the same underlying request as the scraping-service issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "The left is the example topic; the right is a different scraping-service request, so they should not be merged as duplicates." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same broad domain, but the example issue and the scraping-service issue are distinct enough to stay separate." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": false, + "reason": "Very strong textual match, but the evidence still stops at soft similarity, so this is best treated as a probable near-duplicate rather than a confirmed one." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is not conservative enough. The packet only supports strong soft similarity (including identical titles/body lengths and jaccard 1.0), but it does not establish exact duplicates with certainty, and the soft-pair entries are all marked deterministic_accept false. The analysis repeatedly upgrades that evidence to 'exact duplicate' and 'clear duplicates,' which overstates the packet. The 45869 relationship also should remain phrased as loosely related rather than definitively unrelated." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-15", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46065", + "pull_request:46067" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:46067", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:46065", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:46065", + "pull_request:43424|pull_request:46067", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43823|pull_request:46067", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:46065", + "pull_request:44827|pull_request:46067", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46048", + "pull_request:45170|pull_request:46065", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45655", + "pull_request:46065|pull_request:46067", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "6e12f8708167c064a4b060ae1007f348b1ef300b1df366f92c50a9892b038246", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 27, + "serialized_chars": 42118, + "estimated_input_tokens": 10530, + "estimated_eval_tokens": 21316 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 27, + "serialized_chars": 42118, + "estimated_input_tokens": 10530, + "estimated_eval_tokens": 21316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs that share only broad Transformer subsystem similarity. The only true duplicate-looking pair is the two loss-utils fixes (43251 and 43254), which both extend fixed_cross_entropy to pass supported nn.functional.cross_entropy kwargs. All other soft links are different model additions, test-only changes, or unrelated utility fixes and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical representative for the only real duplicate pair: it directly targets issue 43240 and implements the missing cross_entropy kwargs support in fixed_cross_entropy; 43254 is an alternate formulation of the same fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest global representative because it has the explicit issue link, addresses the same concrete loss-path bug as 43254, and is the clearest merge candidate for the duplicate pair.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated changes: VideoPrism model addition/docs vs Executorch dynamic-shape export test. Different code paths and purposes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer methods vs adding MobileLLM model support. No shared bug or mergeable change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API additions are unrelated to an Executorch export test." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-registration/robustness changes are unrelated to MobileLLM model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:46067", + "accept": false, + "reason": "Loss function kwargs support is unrelated to conversion/base_model_prefix loading fixes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss utility fix vs new MobileLLM model code; different functionality and code paths." + }, + { + "left": "pull_request:43251", + "right": "pull_request:46065", + "accept": false, + "reason": "Both are utility fixes, but they address different functions and bugs: cross_entropy kwargs vs device-property detection." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss helper kwargs support is unrelated to Mistral4 test/model refactoring." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46065", + "accept": false, + "reason": "Executorch dynamic-shape test vs test-device-properties fix; different concerns and no shared underlying bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46067", + "accept": false, + "reason": "Export tests are unrelated to conversion/loading prefix handling." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export test and Mistral4 test fixes are different test areas and code paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch test vs MobileLLM model addition; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model support is unrelated to config-resolution ordering in modeling_utils." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition is unrelated to Falcon output-interface refactoring." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46067", + "accept": false, + "reason": "New model implementation is unrelated to loading/conversion prefix fixes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-collection refactor is unrelated to Mistral4 test fixes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill are entirely different areas." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46065", + "accept": false, + "reason": "Mistral4 test/model work is not the same concrete bug as the testing_utils device-property fix, despite superficial similarity." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46067", + "accept": false, + "reason": "Mistral4 test fixes do not match base_model_prefix conversion-loading changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model changes are unrelated to the layrnorm->layernorm conversion/model typo fix." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to adding a TDT loss kernel." + }, + { + "left": "pull_request:45170", + "right": "pull_request:46065", + "accept": false, + "reason": "The layernorm typo/conversion fix is unrelated to device-property detection in test utils." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test/model changes are unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model support is unrelated to the skill-documentation/model-creation workflow." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 changes are unrelated to the config-class resolution-order fix." + }, + { + "left": "pull_request:46065", + "right": "pull_request:46067", + "accept": false, + "reason": "One fixes testing_utils device detection; the other fixes conversion loading scope/base_model_prefix handling. Different bugs and code paths." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying bug in fixed_cross_entropy: both add support for passing supported cross_entropy kwargs, especially weight and label_smoothing, in src/transformers/loss/loss_utils.py; they are mergeable into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The only pair supported by explicit shared issue-target evidence is 43251/43254, and the summary stays conservative about the rest as unrelated soft similarities. No mergeability concerns for the accepted duplicate pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "831e8044140f61ee935914be8d23c3fcb6a8ba4519de869b953cc7e4720012cc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about the VibeVoice family, but they are not the same change: #40546 adds the base VibeVoice model, while #42781 adds a realtime variant plus an acoustic tokenizer and related generation/processing updates. They share many filenames because #42781 builds on the same subsystem, but the underlying work differs.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the better canonical PR for the base VibeVoice implementation: it is the broader, more complete initial model integration and appears to be the original landing point for the family.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the strongest representative of the cluster because it implements the core VibeVoice model and associated auto/processor/docs plumbing, whereas #42781 is a narrower follow-on for realtime support.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Shared VibeVoice files alone are not enough: #40546 implements the main model, while #42781 adds realtime-specific behavior and an acoustic tokenizer. They are related, but not the same concrete bug/change and would not plausibly merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "bb242e6e00ec95b82ea9974c7350aa662c136979ac99b2e173e01f3dce9798d7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two unrelated pull requests: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not fix the same bug or implement the same change, so this is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good cluster representative because the items are about different models and different features.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different code paths and model families (TimesFM forecasting vs DINOv3 image classification); no shared underlying change, and they are not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "3714f3e0929b23bcfb860cf23a6be8332f436251b936bf5b098c2167a617df68", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are unrelated model-addition changes for DeepSeek OCR, Isaac, and Kimi2-6. They share broad Transformers registration/docs scaffolding, but not the same underlying feature or code-path fix.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each patch adds a different model family with distinct configs, processors, model code, and tests.", + "best_issue_reason": null, + "best_pr_reason": "No single best duplicate PR: none of these PRs is a mergeable duplicate of the others; they are only loosely similar in being new model integrations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions (DeepSeek OCR vs Isaac). Shared docs/auto-mapping files are boilerplate for model registration, not the same underlying change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model additions (Isaac vs Kimi2-6) with distinct code paths and model families; similarity is limited to generic integration scaffolding." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "af10834a4e4e7f7b4f0acc8b62b52cdb576525a3262118910a55469cb4e4233b", + "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": "Two workflow-maintenance PRs overlap in files and both upgrade GitHub Actions, but they target different actions and different compatibility goals. They should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader, more clearly cohesive change: it updates multiple GitHub Actions across workflows specifically for Node 24 compatibility.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the better representative PR because its title and edits align around one concrete maintenance task, whereas PR 42976 is a separate set of action version bumps focused on different actions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow dependency upgrades, but they change different actions (core GitHub Actions vs docker/build-push-action) and do not fix the same underlying bug or change set. Shared files alone are not enough to merge them into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490" + ], + "prepared_review_unit_hash": "cc621c54fbf0e313eeb9c196bb35ca3d755d70c7a9d70261a7804b5a0b2305a4", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14078, + "estimated_input_tokens": 3520, + "estimated_eval_tokens": 7296 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14078, + "estimated_input_tokens": 3520, + "estimated_eval_tokens": 7296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four separate model-addition PRs for different architectures (ViT NEPA, Molmo, Molmo2, CTSM). The overlap is mostly boilerplate around docs and auto-mapping registration, not the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for duplication: each PR introduces a different model family and distinct codepaths, so none should serve as a duplicate anchor.", + "best_issue_reason": null, + "best_pr_reason": "If one PR must be chosen as the most representative of the cluster, #43451 (Molmo2) is the strongest candidate because it is the most expansive and well-developed of the set, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA and Molmo are unrelated model additions; shared files are only generic docs/auto-registry scaffolding." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are different model families with different implementations and tests; similarity is just boilerplate registration/docs." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM target different architectures and codepaths; overlap is limited to common model-onboarding files." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by name but the PRs add distinct models with different modules, processors, and tests, so they are not the same change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions; shared files reflect framework integration boilerplate only." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM introduce different models and functionality; the common paths are generic registry/docs updates, not one mergeable 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": 8, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "c0c5690caaa6215c84e791458e6b9983b89f5420498b2ed0cbfc36258ae1efc4", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7092, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7092, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated open PRs: a Whisper tokenizer/test fix, a placeholder-looking CLIP/ViT test PR, and a broader FP8 dequant fix. The shared similarity is superficial and not enough to treat any pair as the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:44815 is the strongest standalone PR: it has a coherent dequantization fix across implementation files and tests, with a concrete technical target.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:44815 is the best representative of the cluster because it is the most substantive and clearly scoped change; the other PRs are either narrow test fixes or appear to be placeholder test edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different code paths and purposes: Whisper tokenizer decode logic vs. CLIP/ViT test edits. Shared 'fix' framing is not enough." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding/tokenization changes are unrelated to FP8 dequant/model-loading logic; no shared underlying bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "The CLIP/ViT test-only edits do not match the FP8 dequant fix, and there is no concrete common failure mode." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "fc744bc01f992ba805302448934d77014f403170ad9a1a091eb5ee71bcf0bd9d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4562, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4562, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated open PRs that both use the same test file only incidentally. One is a small repo-bot/version/dependency tweak, the other is a broader CI/testing-utils workflow change. They should not be merged or treated as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43532 is the better cluster representative because it has the broader, more substantial change set and touches the main CI/testing code paths, whereas #43488 is a narrower packaging/version check tweak.", + "best_issue_reason": null, + "best_pr_reason": "PR #43532 is the strongest standalone PR in this cluster: it has clearer scope, more files, and a more coherent change set than the small synthetic repo-bot/version PR #43488.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Not the same underlying change. #43488 changes setup/version/dependency metadata and a vit test; #43532 changes CI workflow logic, testing utils, and notification paths. The shared test file is incidental, and the PRs fix different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "42fdb02feefa316ee3ffb61165b1d8b8da1e91c489ea0e6b8d2367a6db702419", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate pull requests adding different pipeline features: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share some documentation and registration plumbing, but the underlying tasks, model integrations, and codepaths are distinct.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the better representative of the cluster because it is the broader, more integrated visual-segmentation addition, touching multiple model backends and the corresponding pipeline/tests/docs. However, it is still not a duplicate of PR 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Reject: these add different pipelines for different problems (concept segmentation vs visual segmentation), with different target docs, pipeline modules, and model integrations. Shared registry/docs updates are too broad to treat 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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "d7dc6934cec86171502bdfb749f44775d64d20ccafb769dbe9f3b609b54d135d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate trainer extensibility PRs landed in the same file, but they address different code paths: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering for custom trainers/PEFT. They are related in theme, not duplicates.", + "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:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Both touch `trainer.py` and add overridable helpers, but they fix different behaviors: loss scaling during training vs. dataloader column filtering. They are not the same underlying bug/change and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "5d0b1899ad32ec7b8237f25c73b26bb3404c0d637a1c941e148db013da9db616", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `src/transformers/cli/serve.py` and aim at annotation-related `TypeAdapter` problems, but they fix different concrete issues with different mechanisms. PR #43842 is the narrower fix for `TypeAdapter` not being available at runtime when pydantic is absent; PR #43656 is a broader typing cleanup using `from __future__ import annotations` and other annotation rewrites.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the better canonical PR: it directly addresses the optional-pydantic `TypeAdapter` NameError with a minimal change and an explicit issue target, whereas #43656 is broader and changes unrelated annotations too.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best overall fit because it is the most targeted fix for the concrete runtime failure described in its title and diff.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Related in the same file and both about type-annotation runtime behavior, but they are not the same underlying change: #43656 adds future annotations and rewrites typing, while #43842 specifically makes `TypeAdapter` safe when pydantic is not installed." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + 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The only clear near-duplicates are within the same model family: GPT-Neo (44018/44068) and GPT-J/CodeGen (44066/44085/44722).", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best representative of the cluster\u2019s strongest duplicate family: it is the broadest and most complete GPT-J/CodeGen output-tracing refactor, with the same underlying decorator-based output-capture change and explicit issue linkage.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the most suitable global representative because it most fully implements the standardized output-tracing change in one coherent code path and subsumes the smaller GPT-J variants.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and different code paths; only share the broad output-tracing theme." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different architectures and files; same meta-refactor category, not the same bug/change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both target the same GPT-J output-tracing rewrite in modeling_gptj.py; 44066 is a broader variant of the same concrete change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet/ResNet-family versus EfficientNet; same refactor style, but not the same concrete change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen versus EfficientNet; no shared concrete change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTaV2 are unrelated implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen versus MGP-STR; only the refactor pattern matches." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen versus MPT; different models and code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo file and same output-tracing refactor; 44068 looks like a later revision of the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen versus GPT-Neo; same theme, different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different model families; not the same change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet versus GPT-J/CodeGen; unrelated concrete changes." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are unrelated models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo versus ResNet; only the refactor theme overlaps." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; same initiative, different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert/XLM; not the same bug/change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo versus GPT-J; 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same initiative, different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTaV2 are unrelated models." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTaV2 and TextNet are different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor set; 44722 is a broader version of the same concrete change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both cover the same GPT-J output-tracing rewrite in modeling_gptj.py; 44722 subsumes the earlier GPT-J-only variant." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "Different model families and different concrete changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTaV2 and VITS are unrelated model families." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different concrete changes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The representative PR choice (44722) is supported by the shared GPT-J/CodeGen file overlap and broader scope, and the accepted soft-edge pairs look mergeable as same-family, same-refactor variants. I don\u2019t see overstatement beyond the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 26, + "review_unit_index": 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": "c9bc2c8f0c9eecdb39e67a6ee63231ce68dd17e66bcf402e9b7bc57278641630", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84505, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "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 are model-specific PRs all migrating to standardized output tracing/capture utilities. They are thematically similar, but they do not describe the same underlying bug or change and should not be deduplicated together.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "44073 is a clean representative of the cluster\u2019s common pattern: a single-model refactor wiring standardized output capture into VisualBert.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the strongest standalone PR because it is focused, model-specific, and explicitly tied to issue 43979.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but they target different models and code paths (VisualBert vs TextNet). Similar pattern, not the same change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are separate model implementations; these are parallel refactors, not one shared bug fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different models and different forward/capture wiring. The overlap is only the migration style, not the underlying code-path issue." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model-specific changes. They both touch output handling, but not the same defect or mergeable fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are different subsystems and the diffs reflect distinct refactors, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "31803759bc2075ed3e405364beb40fa1a3d615db36531a8755bd935b8c895b96", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40173, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40173, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose thematic group of model-specific output-tracing refactors, not a set of duplicate fixes. The PRs touch different architectures and code paths, so none should be merged together as the same change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the set spans unrelated model implementations and separate refactors, so there is no one underlying change to anchor the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the best representative seed because it is a substantive output-tracing refactor across two closely related Depth Anything files, but it is still model-specific rather than a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and files (timm_backbone vs upernet); same refactor theme only, not the same underlying fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different architectures and code paths (timm_backbone vs vision_text_dual_encoder); not mergeable as one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model implementations (timm_backbone vs univnet); only a shared output-tracing pattern." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate code paths across timm_backbone and falcon_mamba/mamba; not the same concrete bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "timm_backbone and rwkv are unrelated model code paths; too broad to treat as duplicate." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated implementations; similar refactor style only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and files; no shared underlying defect." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 vs Depth Anything are separate model-specific changes, not one fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "MobileNetV1 and Vision Encoder-Decoder touch unrelated code paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 and Speech Encoder-Decoder are different model families; not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-Text Dual Encoder and UnivNet do not share a concrete bug or change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths (vision-text dual encoder vs upernet); only broad refactor similarity." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and files; not the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Vision-Text Dual Encoder and Depth Anything are unrelated; cannot be merged as one PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are separate models with no shared code path." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "UnivNet vs Mamba/Falcon Mamba are unrelated implementations." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and fixes; same refactor theme is too broad." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated code paths; not the same concrete bug/change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "UperNet vs Falcon Mamba/Mamba are distinct model-specific refactors." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Falcon Mamba/Mamba and SuperPoint are different subsystems and not mergeable together." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba-related output-tracing refactor vs CodeGen cache/output refactor: different code paths and changes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated models; too generic to be a duplicate." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen touch different model classes and behaviors." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are separate fixes in different architectures." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-Text Dual Encoder and CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything vs Vision Encoder-Decoder are unrelated model implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth Anything and Speech Encoder-Decoder are different code paths; only similar refactor wording." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything and SuperPoint are unrelated model families." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Depth Anything and RWKV are separate changes in different subsystems." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything and DPR do not share the same concrete fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Vision Encoder-Decoder and RWKV are unrelated model paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Vision Encoder-Decoder and Speech Encoder-Decoder are distinct implementations; not one PR." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Vision Encoder-Decoder and SuperPoint are separate model-specific refactors." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Vision Encoder-Decoder and DPR are unrelated code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech Encoder-Decoder and SuperPoint are different model families and fixes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Speech Encoder-Decoder and RWKV are unrelated changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Speech Encoder-Decoder and DPR do not appear to fix the same underlying issue." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are different subsystems with no shared concrete bug." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR are unrelated model implementations." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are separate model-specific changes, not a single duplicate 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": 16, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "e330250c3f8ee8c5d92e192a946ac6dc6fcca17de29f5fb831b551f03d4510c9", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three independent model-addition PRs for different models (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share framework plumbing and docs patterns, but not the same underlying change, so none should be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45075 is the strongest standalone representative: it appears the most complete and mature, with model code, conversion tooling, image processing, processing, tests, and config/auto-registration updates for a single concrete model addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions for unrelated products (PenguinVL vs Voxtral TTS). Overlapping auto-registration/docs files are generic integration work, not the same bug or change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different model implementations targeting different architectures and use cases. Shared repo plumbing is incidental; these could not plausibly be merged as one fix." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are distinct model families with different code paths and assets. Similar file patterns do not 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": "pull_request", + "component_index": 17, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "89333b7dfe7edd8ee587861bf9dbfd10581a50000e5eb28d65141efbe365704b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4406, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4406, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Related but distinct fusion efforts: #44979 adds a generic Module Fusion API, while #45363 implements KernelConfig-driven n-to-1 kernel fusion and integration changes. They share the fusion theme but not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45363 is the more concrete end-to-end implementation, touching integration points and usage examples; #44979 is a standalone API scaffold.", + "best_issue_reason": null, + "best_pr_reason": "#45363 is the stronger representative because it delivers the actual kernel-config fusion path and end-user wiring, whereas #44979 is the generic module-fusion API.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different abstractions and code paths: #44979 defines a generic module-fusion API, while #45363 adds n-to-1 kernel fusion via KernelConfig plus integration plumbing. They are related but not the same fix and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "9886d36d9828ad1bb2dfe7c18cd5cd07fd4112976ac6a56fd3191bfa879b0957", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same code path. PR 45317 is the more complete version because it includes test coverage.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same fix as 45086 plus tests, making it the more complete and reviewable implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best PR candidate: it addresses the same concrete bug, touches the same lines, and adds regression tests for the fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same code-path change in `_patch_mistral_regex`; the later PR is essentially the same fix with added tests, so they are mergeable as one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "58826e1ebdc3524766bf8ec42c3ed98074d2adbf612972611f611e765c810ec1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but distinct NemotronH PRs: one refactors/aliases NemotronH around GraniteMoeHybrid conversion logic, the other adds the NemotronHDense/NemotronHSparse model split and supporting docs/tests. They overlap on shared NemotronH files, but they are not the same concrete change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the more complete and user-facing Nemotron release change: it introduces the dense/sparse model packages, updates auto-mapping/docs, and includes tests. PR #45115 is a narrower refactor/conversion-mapping step.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 best represents the cluster because it covers the broader end-state change for NemotronH model support, while #45115 is a partial enabling refactor focused on conversion mapping and inheritance wiring.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Shared subsystem and files, but different scopes: #45115 is a conversion/inheritance refactor for NemotronH, while #45569 adds separate dense/sparse model implementations, docs, auto mappings, and tests. They are related follow-on work, not 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": 20, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "7765e6fbf84f49d37ddf3e28559a7b735d3f5ae3ef7971532bfa585cecceb87b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related feature PRs, but they are not duplicates: one introduces heterogeneous per-layer config support, while the other adds broader heterogeneous modeling/cache behavior on top of that. The larger PR is the better representative for the overall feature set.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader, more complete change: it covers heterogeneous model support across config, modeling, cache handling, masking, and tests, so it best represents the combined feature work.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the best overall PR because it contains the concrete runtime/model-path changes in addition to the config plumbing, making it the most comprehensive canonical artifact for this feature area.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Not the same underlying change. 45333 is specifically about per-layer heterogeneous config plumbing, while 45332 adds heterogeneous model/runtime support and additional cache/modeling changes. They are related, but not close enough to merge as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "947c015a5a5b7f5771602b2ad2097b4ac391a292a0804a545056843ff2615804", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the typing/type-checking area, but they address different changes: one is a broad type-checking sweep across many `src/transformers/*.py` files, while the other adds specific typing aliases/protocols and related support for `modeling_utils`/PEFT integration. They are related in theme, not duplicates.", + "confidence": 0.85, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45415 is the broader umbrella change and best represents the cluster\u2019s overall theme of expanding type checking across the codebase.", + "best_issue_reason": null, + "best_pr_reason": "PR #45415 is the most central artifact for this cluster because it applies type checking across many modules, whereas #45425 is a narrower typing-support refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related and share a few files, but they are not the same concrete change: #45415 is a broad type-checking sweep across many modules, while #45425 adds specific typing protocols/aliases and helper support for modeling_utils and PEFT. They would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "6ee5372bc894a41c7f4b74f5a8b4c3ed4cc25e239cd60b99433d3b068b95f831", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are EP-related, but they target different failure modes and code paths: one fixes accelerate/DeepSpeed ZeRO-3 loading and config serialization, the other fixes FSDP2/rank-0 broadcast overwriting expert weights. They should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the more concrete, self-contained bug fix: it addresses a specific rank-0 broadcast overwrite path and includes targeted changes in loading and MoE/TP handling. PR #45548 is a separate accelerate/ZeRO-3 loading issue with different mechanics.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the best representative of the cluster because it describes a precise observable corruption bug with a clear fix path. It is not the same underlying change as #45548, which is about a different loading/deep-speed integration problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different underlying bugs and fix paths: #45548 is about EP + DeepSpeed ZeRO-3 loading via accelerate and config serialization, while #45662 is about FSDP2 experts being overwritten by rank-0 broadcast. Shared EP wording is too broad to treat 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": 23, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "235c456a06ff512c3cb64580a3b334dd0211fa6b2b47fa1a21344fcc4ac3877c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-related captured_info collision in testing_utils. PR 45645 appears to subsume PR 45639 by including the same worker-safe output-file fix plus CI log aggregation changes, so they are likely duplicates or near-duplicates in the same change area.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the more complete fix: it contains the worker-safe captured_info change in src/transformers/testing_utils.py and also updates CI handling to read multiple captured_info files. It best represents the underlying bug-fix effort.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best overall representative because it addresses the core xdist collision and preserves/debug-collects artifacts in CI, whereas PR 45639 is only the narrower code-path fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug: xdist collisions for captured_info output in testing_utils. The second PR includes the same fix and extends it for CI artifact consumption, so they plausibly belong in one merged change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45683-2", + "nodes": [ + "pull_request:45683", + "pull_request:45734" + ], + "soft_pairs": [ + "pull_request:45683|pull_request:45734" + ], + "prepared_review_unit_hash": "eb709b85fdf0aaa42b264faf678be0edc1127137b5c90af86da076f2b207e68b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4466, + "estimated_input_tokens": 1117, + "estimated_eval_tokens": 2490 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4466, + "estimated_input_tokens": 1117, + "estimated_eval_tokens": 2490 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related but not duplicates: one excludes audio submodules from quantization, while the other makes auto-detected skip keys additive when users pass skip_modules. They touch the same quantizer path and share an issue target, but they fix different underlying bugs.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for a duplicate cluster: the two PRs address separate behaviors in the same helper, not the same change.", + "best_issue_reason": null, + "best_pr_reason": "45734 is the better representative of the cluster because it fixes the more general control-flow bug in get_modules_to_not_convert and affects any user-supplied skip_modules case.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45683", + "right": "pull_request:45734", + "accept": false, + "reason": "Shared files and issue target are not enough here: 45683 skips audio tower/embed_audio modules to avoid uint8 crashes, while 45734 changes skip_modules handling so default skips remain additive. Different bugs, different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": 26, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46069-2", + "nodes": [ + "pull_request:46069", + "pull_request:46073" + ], + "soft_pairs": [ + "pull_request:46069|pull_request:46073" + ], + "prepared_review_unit_hash": "fdbd15c1bfe1a1f6cc0144f6dc5592fb4393941bc199a936d8556d62e91f163a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4282, + "estimated_input_tokens": 1071, + "estimated_eval_tokens": 2398 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4282, + "estimated_input_tokens": 1071, + "estimated_eval_tokens": 2398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests add attention-dispatch support, but they do so for different models and code paths: ShieldGemma2 image classification versus CTRL. They are related in theme, not duplicates of the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the two patches are model-specific and implement attn_implementation dispatch in different architectures.", + "best_issue_reason": null, + "best_pr_reason": "PR 46069 is the stronger representative of the cluster because it includes a concrete model-side flag change plus tests, but it is still not a duplicate of the CTRL PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46069", + "right": "pull_request:46073", + "accept": false, + "reason": "Both are about attn_implementation dispatch, but they target different models (ShieldGemma2 vs CTRL) and different attention implementations, so they are not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260519T180042Z/analysis-runs/hybrid-model-20260519t180042z/manifest.json b/snapshots/20260519T180042Z/analysis-runs/hybrid-model-20260519t180042z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c9c05b7f9c1b6692bccc39c6abacf437150cc63e --- /dev/null +++ b/snapshots/20260519T180042Z/analysis-runs/hybrid-model-20260519t180042z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260519t180042z", + "artifacts": { + "hybrid": "snapshots/20260519T180042Z/analysis-runs/hybrid-model-20260519t180042z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260519T180042Z/analysis-runs/hybrid-model-20260519t180042z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-19T18:16:54Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260519T180042Z", + "variant": "hybrid" +} diff --git a/snapshots/20260519T180042Z/manifest.json b/snapshots/20260519T180042Z/manifest.json index 9e1ca852604caf810040c678423a7bb3dc258d7a..d065eb04e0472d9f5b092351c7e68755013c6616 100644 --- a/snapshots/20260519T180042Z/manifest.json +++ b/snapshots/20260519T180042Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1773 }, "extracted_at": "2026-05-19T18:00:42Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260519t180042z", + "runs": { + "hybrid-model-20260519t180042z": { + "analysis_id": "hybrid-model-20260519t180042z", + "artifacts": { + "hybrid": "snapshots/20260519T180042Z/analysis-runs/hybrid-model-20260519t180042z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260519T180042Z/analysis-runs/hybrid-model-20260519t180042z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260519T180042Z/analysis-runs/hybrid-model-20260519t180042z/manifest.json", + "model": null, + "published_at": "2026-05-19T18:16:54Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260519T180042Z", "watermark": {