diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index f5d79c384b7a6be49454400baf53c28196480091..cd3078cfc77511aa4d8f73f03c2ee3a95529d859 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": "20260522T060021Z", - "generated_at": "2026-05-22T06:10:04Z", + "snapshot_id": "20260522T120016Z", + "generated_at": "2026-05-22T12:11:49Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1198,6 +1198,100 @@ } ] }, + { + "cluster_id": "cluster-46032-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46032.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 46032, + "canonical_pr_number": 46084, + "issue_numbers": [ + 46032 + ], + "pr_numbers": [ + 46084, + 46098 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 46084, + "right_pr_number": 46098, + "code_similarity": 0.43, + "size_similarity": 0.5, + "file_overlap": 0.667, + "area_overlap": 0.226, + "patch_similarity": 0.339, + "shared_filenames": [ + "src/transformers/models/mamba2/modeling_mamba2.py", + "tests/models/mamba2/test_modeling_mamba2.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/mamba2/modeling_mamba2.py", + "left_ranges": [ + [ + 256, + 262 + ], + [ + 303, + 353 + ], + [ + 461, + 467 + ], + [ + 471, + 491 + ], + [ + 496, + 502 + ], + [ + 599, + 609 + ] + ], + "right_ranges": [ + [ + 255, + 373 + ], + [ + 481, + 495 + ] + ] + }, + { + "filename": "tests/models/mamba2/test_modeling_mamba2.py", + "left_ranges": [ + [ + 206, + 236 + ], + [ + 285, + 322 + ] + ], + "right_ranges": [ + [ + 476, + 542 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-41115-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #41115.", @@ -1372,100 +1466,6 @@ } ] }, - { - "cluster_id": "cluster-46032-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #46032.", - "status": "open", - "confidence": 0.75, - "canonical_issue_number": 46032, - "canonical_pr_number": 46084, - "issue_numbers": [ - 46032 - ], - "pr_numbers": [ - 46084, - 46098 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target" - ], - "pr_comparisons": [ - { - "left_pr_number": 46084, - "right_pr_number": 46098, - "code_similarity": 0.43, - "size_similarity": 0.5, - "file_overlap": 0.667, - "area_overlap": 0.226, - "patch_similarity": 0.339, - "shared_filenames": [ - "src/transformers/models/mamba2/modeling_mamba2.py", - "tests/models/mamba2/test_modeling_mamba2.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/mamba2/modeling_mamba2.py", - "left_ranges": [ - [ - 256, - 262 - ], - [ - 303, - 353 - ], - [ - 461, - 467 - ], - [ - 471, - 491 - ], - [ - 496, - 502 - ], - [ - 599, - 609 - ] - ], - "right_ranges": [ - [ - 255, - 373 - ], - [ - 481, - 495 - ] - ] - }, - { - "filename": "tests/models/mamba2/test_modeling_mamba2.py", - "left_ranges": [ - [ - 206, - 236 - ], - [ - 285, - 322 - ] - ], - "right_ranges": [ - [ - 476, - 542 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-45647-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", @@ -2029,6 +2029,35 @@ ] } ] + }, + { + "cluster_id": "cluster-44024-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44076, + "issue_numbers": [], + "pr_numbers": [ + 44024, + 44076 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44024, + "right_pr_number": 44076, + "code_similarity": 0.269, + "size_similarity": 0.976, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.492, + "shared_filenames": [], + "shared_file_areas": [] + } + ] } ], "duplicate_issues": [], @@ -2095,6 +2124,15 @@ "target_issue_number": null, "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." }, + { + "cluster_id": "cluster-44024-2", + "canonical_pr_number": 44076, + "duplicate_pr_numbers": [ + 44024 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44024-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 069af027274340ffbb3ab609b4006a8e68da95b8..037245888c100fa95e510c24eb9d130a8fb27d40 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,14 +1,14 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260522T060021Z", - "generated_at": "2026-05-22T06:10:04Z", + "snapshot_id": "20260522T120016Z", + "generated_at": "2026-05-22T12:11:49Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 49, "status": "reviewed", @@ -103,13 +103,13 @@ "issue:43425|issue:44292", "issue:34928|issue:41720", "issue:43828|issue:45161", - "issue:44918|issue:45161", "issue:43716|issue:45685", - "issue:43541|issue:43716", "issue:43828|issue:44292", - "issue:45507|issue:45685", + "issue:43541|issue:43716", + "issue:44918|issue:45161", "issue:43716|issue:44292", "issue:44292|issue:44918", + "issue:45507|issue:45685", "issue:43039|issue:44918", "issue:41762|issue:43638", "issue:43827|issue:44512", @@ -118,12 +118,12 @@ "issue:44918|issue:45685", "issue:43039|issue:43828", "issue:30277|issue:36331", - "issue:45237|issue:46015", "issue:34928|issue:36010", + "issue:45237|issue:46015", "issue:43039|issue:44805", "issue:41762|issue:43596", - "issue:43901|issue:44512", "issue:39290|issue:41720", + "issue:43901|issue:44512", "issue:45237|issue:45901", "issue:44841|issue:45823", "issue:43039|issue:44560", @@ -135,412 +135,364 @@ "issue:39290|issue:43531", "issue:41093|issue:43638" ], - "prepared_review_unit_hash": "292d8f46e520f108716c719dfd9801e6aee773095874bda6d2225fe08bae8274", + "prepared_review_unit_hash": "5b98df4a14eee4ca69c9a848ec83ee3d6e1567fbda14a67eff5cf3b1eafbcb12", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 66, - "serialized_chars": 47536, - "estimated_input_tokens": 11884, - "estimated_eval_tokens": 24024 + "serialized_chars": 47539, + "estimated_input_tokens": 11885, + "estimated_eval_tokens": 24026 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and the soft-similarity links are largely false positives. The only clear duplicate pockets are the DeepSpeed ZeRO-3 Bert index error pair and the AutoTokenizer v5 token-ID regression pair.", - "confidence": 0.76, - "canonical_issue_reason": "Issue 45920 is the broadest, most representative report of the shared AutoTokenizer v5 token-ID regression, and it subsumes the narrower Granite-only report in 45812.", + "summary": "This cluster is mostly heterogeneous: unrelated model-specific bugs, docs regressions, and a few ZeRO/Tokenizer threads. Only two soft pairs look like true duplicates; the rest are false positives.", + "confidence": 0.82, + "canonical_issue_reason": "The cluster is not a single duplicate set, but if a representative issue is needed, issue 45920 is the broadest active regression report and best subsumes the tokenizer-ID subcluster.", "canonical_pr_reason": null, - "best_issue_reason": "45920 best captures the underlying bug because it describes the regression across multiple models, making it the most useful umbrella issue.", + "best_issue_reason": "Issue 45920 is the best global representative because it is current, broad, and spans the same tokenizer-ID regression family more generally than the Granite-only report.", "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 failure." + "reason": "Different model/config attribute failure vs streaming API inference failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated model/runtime issues; AMD GPU support is not the same bug as the MPS histogram error." + "reason": "Different hardware/backend problems: AMD GPU support vs MPS histogram on int." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Both are device/dtype-related, but they affect different models and code paths." + "reason": "Different model families and distinct failure modes." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch and AMD GPU incompatibility are not the same underlying problem." + "reason": "Both are dtype-related, but the model path and backend context differ." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Different models and different code paths; not the same bug." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen-3 NVFP4 failure is unrelated to the AMD GPU issue." + "reason": "Unrelated errors across different model/runtime combinations." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export failure are separate bugs." + "reason": "DeepSpeed collective mismatch is unrelated to ONNX export failure." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Both are model-specific export/load failures, but not the same concrete code path." + "reason": "Both are export/runtime issues, but the model and error class differ." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export and device-map cuda assert are unrelated." + "reason": "ONNX export bug vs device-mapping CUDA assert; different problems." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and outdated RAG docs are different issues." + "reason": "Table QA crash vs outdated RAG docs; not the same underlying issue." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions in v5, but they cover different removed features/pages and are not one bug." + "reason": "Both are docs regressions, but they cover different removed content and should not be merged." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export failure and GenerationMixin import failure are different breakages." + "reason": "ONNX export error vs import path breakage; different subsystems." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask shape mismatch and Gemma4 PLE device mismatch are distinct runtime errors." + "reason": "Both are mismatch-style failures, but one is generic mask indexing and the other is device-map forward mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Different error signatures and different model/setup contexts." + "reason": "Same broad IndexError flavor, but different model/setup and likely different root causes." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "DeepSpeed ZeRO-3 Bert init error is not the same as the mask-shape mismatch." + "reason": "ZeRO-3 BERT initialization issue vs generic mask-shape mismatch; not the same bug." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask indexing failure and GPT-OSS TP failure are unrelated." + "reason": "Different contexts: mask shape mismatch vs GPT-OSS tensor-parallel issue." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Different models and different failures." + "reason": "Generic indexing mismatch vs Qwen3.5 embedding unpacking failure." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but one is a collective mismatch and the other is a ZeRO-3 index error." + "reason": "Both involve distributed training, but the specific failures and models differ." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3 index-0-out-of-bounds failure on Bert models; these look like the same underlying bug." + "reason": "Same ZeRO-3 + BERT index-out-of-bounds failure; titles differ only by pretrained/non-pretrained wording." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy being called and GPT-OSS TP not working are different issues." + "reason": "Liger Kernel cross-entropy call vs GPT-OSS tensor-parallel bug; different code paths." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization regression and LoRA save/load mismatch are not the same bug." + "reason": "Detokenization regression and LoRA merge/save mismatch are different problems." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime failure and LoRA merge/save mismatch are unrelated." + "reason": "Different model/runtime bugs; no shared concrete code path." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation checkpointing/FSDP tensor recomputation mismatch is not the same as the mask-shape index error." + "reason": "FSDP activation-checkpointing mismatch vs generic mask index error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Different DeepSpeed errors with different symptoms and code paths." + "reason": "DeepSpeed weight-dimension error vs collective mismatch; not the same bug." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Both are Qwen3.5 MoE rotary issues, but one is CPU offload compatibility and the other is uninitialized memory after to_empty materialization." + "reason": "Same component family, but CPU offload incompatibility and meta-to-empty uninitialized memory are distinct failures." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "DeepSpeed Bert index error and GPT-OSS TP failure are unrelated." + "reason": "BERT ZeRO-3 index error vs GPT-OSS MoE TP issue; unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Checkpointing/FSDP recomputation mismatch and custom trainer signature change are different bugs." + "reason": "Activation checkpointing/FSDP issue vs CustomTrainer keyword mismatch." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 index error is unrelated to GPT-OSS tensor-parallel issues." + "reason": "BERT ZeRO-3 initialization bug is unrelated to GPT-OSS tensor-parallel behavior." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model families and failure modes." + "reason": "Different model-specific failures: dtype mismatch vs invalid method call." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3/vLLM sliding-window attribute error and Mistral tokenizer regex crash are unrelated." + "reason": "Gemma3/vLLM attribute error vs Mistral tokenizer regex crash." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Device-map forward mismatch and Gemma4 reverse embedding lookup are different problems." + "reason": "Both are Gemma4-related, but device mismatch and expensive reverse embedding lookup are different bugs." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch version incompatibility and Qwen NVFP4 runtime failure are unrelated." + "reason": "Torch version compatibility issue vs Qwen-3-8B NVFP4 runtime error." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP checkpointing mismatch and cuda assert under auto device mapping are different bugs." - }, - { - "left": "issue:43828", - "right": "issue:45161", - "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS TP failure are not the same code path." - }, - { - "left": "issue:44918", - "right": "issue:45161", - "accept": false, - "reason": "Qwen3.5 embedding unpacking with TRL and GPT-OSS TP failure are unrelated." - }, - { - "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Different model/runtime bugs." - }, - { - "left": "issue:43828", - "right": "issue:44292", - "accept": false, - "reason": "Autocast dtype mismatch and Qwen NVFP4 failure are different issues." - }, - { - "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger Kernel cross-entropy call and TRL embedding unpacking are different problems." - }, - { - "left": "issue:41762", - "right": "issue:43638", - "accept": false, - "reason": "Both are ZeRO-3 index errors, but they involve different models and likely different initialization paths." + "reason": "FSDP checkpointing mismatch vs auto device-map CUDA assert; different failure mechanisms." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they reference different removed features and should not be merged as one duplicate." + "reason": "Both docs regressions, but they reference different removed tasks/commands." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different multimodal model failures and different symptoms." + "reason": "Different model families and different symptoms." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS Int histogram error are unrelated." + "reason": "Autocast dtype mismatch vs MPS histogram backend error; not the same issue." }, { "left": "issue:44918", - "right": "issue:45685", - "accept": false, - "reason": "TRL embedding unpacking and MPS histogram error are unrelated." - }, - { - "left": "issue:43039", - "right": "issue:43828", + "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy path and autocast dtype mismatch are different bugs." + "reason": "Qwen3.5 input embedding unpacking vs GPT-OSS TP failure; unrelated." }, { - "left": "issue:30277", - "right": "issue:36331", + "left": "issue:43716", + "right": "issue:44292", "accept": false, - "reason": "DeepSpeed collective mismatch and custom trainer signature mismatch are unrelated." + "reason": "Different model-specific runtime errors." }, { - "left": "issue:45237", - "right": "issue:45901", + "left": "issue:44292", + "right": "issue:44918", "accept": false, - "reason": "AMD GPU support issue and table QA crash are unrelated." + "reason": "NVFP4 runtime error vs TRL SFT embedding unpacking; different bugs." }, { - "left": "issue:34928", - "right": "issue:36010", + "left": "issue:45507", + "right": "issue:45685", "accept": false, - "reason": "Activation checkpointing/FSDP mismatch and GenerationMixin import failure are unrelated." + "reason": "Invalid method call in GraniteMoEHybrid vs MPS histogram backend limitation." }, { "left": "issue:43039", - "right": "issue:44805", + "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross-entropy call and mask-shape mismatch are different bugs." + "reason": "Liger Kernel cross-entropy behavior vs Qwen3.5 embedding unpacking." }, { "left": "issue:41762", - "right": "issue:43596", + "right": "issue:43638", "accept": false, - "reason": "Same broad DeepSpeed/ZeRO-3 area, but not enough evidence they are the same underlying defect." + "reason": "Both are ZeRO-3/BERT-ish, but Gemma3 loading and BERT initialization failures are not the same bug." }, { - "left": "issue:43901", - "right": "issue:44512", + "left": "issue:39290", + "right": "issue:41720", "accept": false, - "reason": "Docs mention different deprecated behaviors; not the same issue." + "reason": "vLLM Gemma3 config regression vs Qwen3 auto-device-map CUDA assert." }, { - "left": "issue:39290", - "right": "issue:41720", + "left": "issue:43901", + "right": "issue:44512", "accept": false, - "reason": "vLLM sliding-window attribute error and cuda assert under auto device mapping are unrelated." + "reason": "Different docs mismatches: return_all_scores vs removed run command." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different subsystems and different failures." + "reason": "AMD GPU model support issue vs table-question-answering crash." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral and Gemma4 device mismatch are not the same bug." + "reason": "Processor failure for Voxtral vs Gemma4 device-mapping mismatch." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy issue and Qwen3-vl StopIteration are unrelated." - }, - { - "left": "issue:43975", - "right": "issue:46015", - "accept": false, - "reason": "Detokenization bug and RAG docs update are unrelated." + "reason": "Liger Kernel cross-entropy call vs Qwen3-vl video StopIteration; different paths." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same AutoTokenizer wrong-token-ID regression; 45920 is the broader multi-model report of the same bug." + "reason": "Same v5 AutoTokenizer wrong-token-ID regression; 45920 broadens the Granite-specific report to more model families." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading and outdated RAG examples are unrelated." + "reason": "NemotronH checkpoint loading failure vs outdated RAG examples docs." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Checkpoint corruption and NemotronH load failure are different issues." + "reason": "Corrupted checkpoint report vs model implementation loading issue; different root causes." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen NVFP4 runtime failure and RAG docs are unrelated." + "reason": "Qwen NVFP4 runtime error vs docs cleanup issue." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Gemma3/vLLM sliding-window attribute error and Qwen3-MoE sliding_window issue are different model/config bugs." + "reason": "Gemma3/vLLM sliding-window config issue vs Qwen3-MoE sliding_window issue; related theme but different concrete bug." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Similar IndexError wording, but different shapes, models, and contexts; not clearly the same bug." + "reason": "Generic mask/tensor shape mismatch vs BERT ZeRO-3 initialization failure." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the two accepted duplicate pockets are well supported by the titles: DeepSpeed ZeRO-3 Bert index errors (43596/43638) and the AutoTokenizer v5 wrong-token-ID regression (45812/45920). The rejected links are generally conservative and do not overstate evidence, and the canonical issue choice of 45920 is justified as the broader umbrella report." + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs are well-supported by the titles and descriptions, and the representative issue choice for the tokenizer-ID regression family is reasonable. I don\u2019t see any overstatement beyond the evidence provided." }, "evaluator_used": true, "retried": false, @@ -551,7 +503,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 2, "review_unit_count": 49, "status": "reviewed", @@ -567,6 +519,7 @@ "issue:40990", "issue:41093", "issue:41762", + "issue:42915", "issue:43054", "issue:43296", "issue:43366", @@ -587,7 +540,6 @@ "issue:44291", "issue:44292", "issue:44387", - "issue:44530", "issue:44589", "issue:44841", "issue:44918", @@ -615,14 +567,14 @@ "issue:43792|issue:45901", "issue:43425|issue:45070", "issue:43596|issue:45800", - "issue:43975|issue:45901", "issue:43792|issue:45070", + "issue:43975|issue:45901", "issue:45362|issue:45464", "issue:44292|issue:45901", "issue:39290|issue:45823", "issue:45464|issue:45685", - "issue:43404|issue:43866", "issue:43541|issue:45685", + "issue:43404|issue:43866", "issue:43541|issue:43828", "issue:44841|issue:45084", "issue:36010|issue:39290", @@ -648,270 +600,270 @@ "issue:45632|issue:45698", "issue:43645|issue:45399", "issue:43404|issue:45005", - "issue:44530|issue:45005" + "issue:42915|issue:45399" ], - "prepared_review_unit_hash": "81f617f1c961dc0df36ede00d0176fd04ff5c68eb3cfbc116646d436aeff94a4", + "prepared_review_unit_hash": "bdf1b139a9a93a0688ed8f63626f87c45f005be05ffe661facc101bd8ad0b5ea", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 38, - "serialized_chars": 38793, - "estimated_input_tokens": 9699, - "estimated_eval_tokens": 19654 + "serialized_chars": 38741, + "estimated_input_tokens": 9686, + "estimated_eval_tokens": 19628 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a collection of distinct model/runtime regression reports rather than one duplicate cluster. I only found one plausible duplicate pair around Siglip2 output quality; the rest are too model- or path-specific to merge confidently.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45020 is the broadest and most central report in the set, capturing the recurring 'recent transformers versions break model loading/behavior' theme better than the narrower model-specific bugs.", + "summary": "Mostly heterogeneous issue cluster. The only plausible duplicate pair is the two custom-module loading reports around trust_remote_code/save_pretrained; the rest are distinct model-, backend-, or runtime-specific failures.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45632 is the clearest root-cause report: it names the cache-path collision in trust_remote_code for local models, which can explain the related wrong-module loading symptom in issue:45698.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best cluster representative because it is the most general compatibility/regression issue and most likely to subsume related follow-up reports.", + "best_issue_reason": "issue:45632 is the most actionable and specific report in the cluster; issue:45698 looks like a closely related user-facing symptom of the same loading/cache bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different models and failures: GLM-4.7-Flash loading in tests vs Ovis2 checkpoint corruption." + "reason": "Different failures: GLM-4.7-Flash test loading vs a corrupted Ovis2 checkpoint." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper inference failure and table-question-answering crash are unrelated code paths." + "reason": "Unrelated models/tasks: Whisper loading failure vs table-question-answering crash." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch 2.10 compatibility and a PretrainedConfig pydantic field regression are different bugs." + "reason": "One is a Torch version compatibility complaint; the other is a pydantic PretrainedConfig regression." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "DeepSpeed ZeRO-3/BertModel index error is not the same as a torch 2.4.1 vs transformers 5.8 incompatibility." + "reason": "Both mention runtime/env issues, but one is DeepSpeed ZeRO-3/BertModel and the other is torch 2.4.1 vs transformers 5.8.0 compatibility." }, { - "left": "issue:43975", - "right": "issue:45901", + "left": "issue:43792", + "right": "issue:45070", "accept": false, - "reason": "Incorrect detokenization in v5 and table QA crashes are unrelated." + "reason": "Different bugs and code paths; no shared underlying defect." }, { - "left": "issue:43792", - "right": "issue:45070", + "left": "issue:43975", + "right": "issue:45901", "accept": false, - "reason": "Different failures with no shared concrete code path." + "reason": "DeepSeek detokenization bug and table QA crash are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both mention Qwen3.5, but one is a chat crash and the other is a streaming inference API failure on a different model size/path." + "reason": "Both involve Qwen3.5/chat, but the model sizes and failure modes differ; not the same bug." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Unrelated model/runtime error and table QA crash." + "reason": "Qwen NVFP4 loading/runtime failure 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": "Gemma3 vLLM config attribute error and Gemma4 device mismatch are different model-specific issues." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 streaming failure and an MPS histogram kernel limitation are unrelated." + "reason": "Chat streaming failure and MPS histogram kernel error are unrelated backend/model problems." }, { - "left": "issue:43404", - "right": "issue:43866", + "left": "issue:43541", + "right": "issue:45685", "accept": false, - "reason": "Weight-tying bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + "reason": "Mixtral torch-dynamo grouped_mm tracing issue is not the same as the MPS Int histogram kernel failure." }, { - "left": "issue:43541", - "right": "issue:45685", + "left": "issue:43404", + "right": "issue:43866", "accept": false, - "reason": "Grouped_mm tracing failure in Mixtral is not the same as the MPS Int histogram error." + "reason": "Tied-weight bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both involve runtime numeric issues, but they are different models and different failure mechanisms." + "reason": "Both are dtype/runtime errors, but they involve different models and different failing operations." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and a template-node compile TypeError are unrelated." + "reason": "Processor failure for Voxtral is unrelated to a template-node compilation TypeError." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and a Gemma3 config attribute error are different bugs." + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern error are unrelated." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Generic torch/transformers incompatibility and Gemma4 device placement mismatch are not the same issue." + "reason": "Torch/transformers version incompatibility and Gemma4 device-map mismatch are distinct issues." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are index-related, but one is a mask shape mismatch and the other is a ZeRO-3 load-time out-of-bounds error." + "reason": "Both are IndexErrors, but the shapes and loading contexts differ; not the same underlying bug." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and a pydantic field regression are different breakages." + "reason": "Missing pad_token_idx in StableLmConfig is not the same as a pydantic PretrainedConfig regression." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM and GGUF gpt-oss support are different feature/issues." + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are separate feature/compatibility issues." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Mixtral torch-dynamo tracing error and GPT-OSS tensor parallelism failure are different code paths." + "reason": "Torch-dynamo grouped_mm failure is unrelated to GPT-OSS MoE tensor-parallel behavior." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 OOM regression and tied-weights translation-model issue are unrelated." + "reason": "Different quantization/model-weight issues: int4 CUDA memory regression vs tied-weights translation-model bugs." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Phi-tiny-MoE autocast dtype mismatch and Qwen3.5 streaming API failure are different bugs." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 streaming API failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized argument handling is unrelated to the pydantic model breakage." + "reason": "init_empty_weights/_is_hf_initialized argument breakage is unrelated to the pydantic model-field regression." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3.5 chat streaming failure are unrelated." + "reason": "GPT-OSS GGUF support request and Qwen3.5 streaming bug are unrelated." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote_code model breakage and a torch version incompatibility are too broad and distinct to treat as one bug." + "reason": "Remote-code breakage and torch version incompatibility are different classes of problems." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a pydantic field regression are different issues." + "reason": "Qwen3-MoE sliding_window issue is unrelated to a pydantic PretrainedConfig field problem." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing failure and missing Float8 storage object are unrelated runtime errors." + "reason": "Grouped_mm tracing failure and missing Float8 storage object are different runtime errors." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are index errors, but one is a mask-length mismatch and the other is a zero-size tensor access during ZeRO-3 init." + "reason": "Different IndexError shapes and different loading paths; not a duplicate." }, { "left": "issue:43054", "right": "issue:43994", - "accept": true, - "reason": "Both point to Siglip2 producing bad/nonsensical text-embedding-driven results, likely the same underlying model/processor issue." + "accept": false, + "reason": "Siglip2 embedding quality issue and Siglip2 nonsensical outputs are related theme-wise but not clearly the same bug." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard-without-TensorFlow backend error and torch/transformers incompatibility are unrelated." + "reason": "TensorBoard-without-TF backend error is unrelated to torch/transformers version incompatibility." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite Qwen config unwrapping and uninitialized rotary embedding memory are different initialization bugs." + "reason": "Config unwrapping for multimodal Qwen models and uninitialized rotary embedding memory are different defects." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight assertion and TRL embedding unpacking failure are different problems." + "reason": "FSDP weight-dimension error and TRL embedding unpacking failure are not the same code-path problem." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch and Qwen3.5 TRL unpacking failure are unrelated." + "reason": "Gemma3 image-preprocessor dtype mismatch and Qwen3.5 embedding unpacking failure are unrelated." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "GPT-OSS perplexity quality issue and GLM5 are not the same bug." + "reason": "High perplexity on gpt-oss-20b and GLM5 are different model-specific reports." }, { "left": "issue:45632", "right": "issue:45698", - "accept": false, - "reason": "Both involve custom-module loading, but one is a trust_remote_code cache path collision and the other is a wrong module loaded after save_pretrained; not enough evidence of the same concrete bug." + "accept": true, + "reason": "Both point to incorrect custom-module resolution under trust_remote_code/save_pretrained, consistent with the same dynamic-module cache collision bug." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization regression and flash-attn2 fallback blocking are unrelated." + "reason": "Jupyter custom-model initialization breakage and flash-attn fallback blocking are separate issues." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Mistral3 lm_head tying and translation-model weight tying are similar in theme but not the same concrete bug." + "reason": "Mistral3 tied-weight bug is not the same as broader translation-model tied-weight regressions." }, { - "left": "issue:44530", - "right": "issue:45005", + "left": "issue:42915", + "right": "issue:45399", "accept": false, - "reason": "PagedAttention linear_attention crash and translation-model tied weights are unrelated." + "reason": "Qwen3Moe FineGrainedFP8 failure and flash-attn fallback blocking are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is conservative and stays grounded in the packet: most pairs are plausibly distinct based on titles, and the single accepted Siglip2 pair is the only one with a reasonable shared-bug reading. The choice of issue:45020 as a representative is subjective but defensible given its broad compatibility/regression framing." + "feedback": "The clustering summary is grounded in the packet and stays conservative. The only accepted soft-edge pair, issue:45632 with issue:45698, is a plausible same-bug grouping based on custom-module resolution/cache behavior, and the remaining verdicts are appropriately cautious given the heterogeneous titles and evidence." }, "evaluator_used": true, "retried": false, @@ -922,7 +874,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 3, "review_unit_count": 49, "status": "reviewed", @@ -961,6 +913,7 @@ "issue:44488", "issue:44492", "issue:44512", + "issue:44530", "issue:44534", "issue:44589", "issue:44863", @@ -970,7 +923,6 @@ "issue:45005", "issue:45020", "issue:45237", - "issue:45399", "issue:45507", "issue:45663", "issue:45685", @@ -981,7 +933,7 @@ "issue:45902" ], "soft_pairs": [ - "issue:42915|issue:45399", + "issue:44530|issue:45005", "issue:43873|issue:45005", "issue:44360|issue:44512", "issue:44863|issue:45005", @@ -993,8 +945,8 @@ "issue:43644|issue:43950", "issue:39692|issue:43054", "issue:43828|issue:44928", - "issue:36331|issue:41762", "issue:41628|issue:45800", + "issue:36331|issue:41762", "issue:43872|issue:44589", "issue:43950|issue:45902", "issue:43866|issue:44403", @@ -1007,248 +959,249 @@ "issue:42947|issue:44387", "issue:43054|issue:43493", "issue:44403|issue:44451", - "issue:43643|issue:45020", "issue:43975|issue:45237", + "issue:43643|issue:45020", "issue:44403|issue:44488", - "issue:42947|issue:43856", "issue:41762|issue:42915", + "issue:42947|issue:43856", + "issue:43881|issue:43883", "issue:45685|issue:45823" ], - "prepared_review_unit_hash": "10c469a24391574294c85ab89264bc5068c59504979715b6ecb21e8fd2154ca9", + "prepared_review_unit_hash": "286ad67531c2ffba75edc3620bd3accff61f7726eaf642ec45419d445b1df593", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36380, - "estimated_input_tokens": 9095, - "estimated_eval_tokens": 18446 + "soft_pair_count": 33, + "serialized_chars": 36681, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed similarity cluster. The safest duplicate chain is the v5 non-persistent-buffer regression around 43950 and 44534; 45902 is related but not strong enough to confirm from the packet alone. The SigLIP2 pair 38175/43054 also looks related, but the evidence is too thin to call it a confirmed duplicate. The Qwen3.5 3D position_ids pair (44910/44928) is the other clear duplicate-like edge.", - "confidence": 0.72, - "canonical_issue_reason": "43950 is still the clearest root-cause report for the non-persistent-buffer v5 regression, with 44534 as the strongest corroborating duplicate-like report.", + "summary": "Only one soft edge looks like a true duplicate: the v5 non-persistent buffer corruption reports. Most other pairs share a broad subsystem or model family but describe different failures/symptoms, so they should stay separate.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43950 is the most precise, regression-focused report of the non-persistent buffer corruption problem and cleanly subsumes the similar v5 buffer-junk complaint in issue:44534.", "canonical_pr_reason": null, - "best_issue_reason": "43950 is the best representative issue because it states the regression most concretely and anchors the strongest duplicate chain in the set.", + "best_issue_reason": "issue:43950 is the strongest representative issue in this set because it names the concrete loader regression and the affected mechanism (non-persistent buffers) more clearly than the broader variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42915", - "right": "issue:45399", + "left": "issue:44530", + "right": "issue:45005", "accept": false, - "reason": "Different failures: FP8/Qwen3 MoE loading vs flash-attn fallback gating; same area, not the same bug." + "reason": "Different bugs: Qwen3.5 PagedAttentionCache/linear_attention crash vs tied-weights behavior in translation models." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading memory behavior vs tied-weights translation-model bug; no shared concrete code path." + "reason": "Quantization/offloading mismatch is unrelated to tied-weights issues." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer math issue vs a docs typo; unrelated." + "reason": "A DSA indexer ReLU discussion is not the same as a docs typo about a removed command." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint-loading failure vs translation tied-weights regression; different model paths." + "reason": "NemotronH checkpoint loading failure is not the same underlying problem as translation-model tied weights." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 embedding unpacking in TRL vs GraniteMoE invalid method call; not the same defect." + "reason": "Different code paths and symptoms: TRL embedding unpacking vs GraniteMoE invalid method calls." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo vs removed-command documentation; editorial, not duplicate bugs." + "reason": "Unrelated documentation issues: cache-strategy typo vs stale run-command docs." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Detokenization regression vs Qwen-3 NVFP4 load/run failure; different symptoms and paths." + "reason": "Incorrect detokenization and Qwen-3 NVFP4 runtime failure are different failures." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Separate model-loading/runtime failures with no clear shared root cause." + "reason": "Qwen-3 NVFP4 execution error is not the same as a GraniteMoE invalid-method bug." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same non-persistent-buffer v5 regression; 44534 matches the junk/corruption symptom reported in 43950." + "reason": "Same underlying v5 regression: non-persistent buffers being overwritten/corrupted during loading." }, { "left": "issue:43643", "right": "issue:43950", "accept": false, - "reason": "Remote-code config-field loss vs non-persistent-buffer corruption; different bugs." + "reason": "AutoConfig missing fields with trust_remote_code is a different failure mode from buffer corruption." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Docs example/quantization failure vs SigLIP2 embedding-quality regression; too different." + "reason": "Docs/example errors and degraded SigLIP2 text embeddings are related only by model family, not by the same bug." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE vs Qwen3.5 3D position_ids/SDPA instability; not the same issue." + "reason": "Different numerical issues: autocast dtype mismatch vs Qwen3.5 RLHF NaN/position_ids fallback problem." }, { - "left": "issue:36331", - "right": "issue:41762", + "left": "issue:41628", + "right": "issue:45800", "accept": false, - "reason": "CustomTrainer API change vs Gemma3 ZeRO-3 loading crash; unrelated." + "reason": "Import failure for AutoImageProcessor is unrelated to a torch/transformers version incompatibility report." }, { - "left": "issue:41628", - "right": "issue:45800", + "left": "issue:36331", + "right": "issue:41762", "accept": false, - "reason": "Import/export issue for AutoImageProcessor vs torch/transformers version incompatibility; not a duplicate." + "reason": "Trainer compute_loss signature mismatch is unrelated to Gemma3 loading under ZeRO-3." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "bitsandbytes kwarg incompatibility vs missing Float8 storage; different incompatibilities." + "reason": "bitsandbytes constructor incompatibility and missing Float8 storage are different breakages." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Related non-persistent-buffer regression, but the packet does not firmly establish the same concrete bug/root cause; safer as a candidate duplicate than a confirmed one." + "reason": "Both involve buffers, but 45902 is a model-specific meta->to_empty materialization bug, not the same loader corruption regression." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption vs generic loading noise; no shared defect." + "reason": "Corrupted checkpoint loading and noisy loading output are not the same bug." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding-quality regression vs tokenizer/version behavior change; different subsystems." + "reason": "SigLIP2 embedding quality is unrelated to tokenization changes across transformers versions." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad tokenizer error message vs missing tied-weights attribute; unrelated." + "reason": "Bad tokenizer error handling for Voxtral is unrelated to Molmo's missing all_tied_weights_keys attribute." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2 output quality problems, but the packet does not clearly show the same bug/root cause; too weak to confirm as duplicates." + "reason": "Both concern SigLIP2, but one is zero probabilities and the other is lower text embeddings; too different to merge." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Qwen3.5 flash-attn/packed-sequence crash vs CPU-offload incompatibility in rotary embedding; different code paths." + "reason": "FlashAttention illegal-memory-access on Qwen3.5 and CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are distinct issues." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 KeyError vs uninitialized rotary inv_freq after to_empty(); different models and failures." + "reason": "Gemma4 FSDP2 shared_kv_states KeyError is unrelated to Qwen3_5Moe inv_freq initialization on meta->to_empty." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Voxtral tokenizer error message vs glm-4v loading failure; unrelated model-loading problems." + "reason": "Voxtral tokenizer error messaging and glm-4v-9b loading failure are different model-specific problems." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient-checkpointing/LoRA issue vs int4 quantization reserved-memory OOM; different root causes." + "reason": "Gradient checkpointing ineffectiveness and int4 quantization OOM are different training/memory problems." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Very related SigLIP2 reports, but one is a broad HF-vs-JAX discrepancy and the other is a symptom report; not enough to call them the same issue." + "reason": "A performance/quality complaint about SigLIP2 is not clearly the same concrete bug as an HF-vs-JAX implementation discrepancy." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "General loading noise vs a specific model load failure; not the same bug." + "reason": "Generic loading noise and a specific model failing to load are not the same issue." }, { - "left": "issue:43643", - "right": "issue:45020", + "left": "issue:43975", + "right": "issue:45237", "accept": false, - "reason": "Specific AutoConfig remote_code field loss vs broad remote_code breakage report; too generic to merge confidently." + "reason": "DeepSeek detokenization and AMD GPU support failure are unrelated." }, { - "left": "issue:43975", - "right": "issue:45237", + "left": "issue:43643", + "right": "issue:45020", "accept": false, - "reason": "Detokenization bug vs AMD GPU support/loading problem; unrelated." + "reason": "Remote-code field loss is only loosely related to a broad report that recent versions break remote_code models; not the same concrete bug." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Generic loading noise vs a specific model load failure; distinct reports." + "reason": "Loading noise versus sleng-bert load failure are different symptoms and likely different causes." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 index error and Qwen3 MoE FP8 failure are unrelated model/runtime issues." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "LoRA checkpointing issue vs Qwen3 MoE memory usage concern; different problems." + "reason": "LoRA gradient checkpointing ineffectiveness is not the same as Qwen3 MoE memory inefficiency." }, { - "left": "issue:41762", - "right": "issue:42915", + "left": "issue:43881", + "right": "issue:43883", "accept": false, - "reason": "Gemma3 ZeRO-3 loading crash vs Qwen3 MoE FP8/flash-attn loading issue; unrelated." + "reason": "glm-4v-9b loading failure and Molmo tied-weights attribute error are separate model bugs." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram op missing in MoE vs Gemma4 device-mismatch forward bug; different defects." - }, - { - "left": "issue:44910", - "right": "issue:44928", - "accept": true, - "reason": "Same Qwen3.5 3D position_ids handling bug; one crashes flash-attn, the other triggers SDPA/BF16 instability." + "reason": "MPS int histogram limitation and Gemma4 device-mismatch during forward are different backend/model issues." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly grounded, but a couple of the accepted soft-edge pairs are a bit too strong for the evidence in the packet. In particular, 43950\u219445902 and 38175\u219443054 look related, but the titles alone do not clearly establish the same bug/root cause; they are safer as candidate duplicates than confirmed ones. Because the task asks for conservative soft-edge verdicts, I\u2019d reject this as slightly overconfident." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The single accepted edge (issue:43950 \u2194 issue:44534) is well supported by the nearly identical v5 non-persistent buffer corruption titles, and the other rejections are generally cautious rather than overstated." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1256,7 +1209,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 4, "review_unit_count": 49, "status": "reviewed", @@ -1275,6 +1228,7 @@ "issue:42915", "issue:42947", "issue:43257", + "issue:43366", "issue:43404", "issue:43638", "issue:43742", @@ -1286,8 +1240,6 @@ "issue:43854", "issue:43866", "issue:43872", - "issue:43881", - "issue:43883", "issue:43940", "issue:43950", "issue:44220", @@ -1317,20 +1269,19 @@ ], "soft_pairs": [ "issue:43782|issue:44960", - "issue:43881|issue:43883", "issue:43824|issue:43872", "issue:44991|issue:45399", "issue:45020|issue:45823", - "issue:42491|issue:44368", "issue:44661|issue:45020", + "issue:42491|issue:44368", "issue:43828|issue:45823", "issue:45081|issue:45399", "issue:45020|issue:45356", - "issue:43827|issue:44509", "issue:43742|issue:45399", + "issue:43827|issue:44509", "issue:43404|issue:43950", - "issue:42915|issue:45020", "issue:43638|issue:45823", + "issue:42915|issue:45020", "issue:43257|issue:43866", "issue:43792|issue:44220", "issue:43872|issue:44291", @@ -1338,254 +1289,252 @@ "issue:41553|issue:44991", "issue:43940|issue:45313", "issue:36331|issue:41093", - "issue:42947|issue:45923", - "issue:44928|issue:45588", "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:42947|issue:45923", "issue:43257|issue:45305", "issue:43872|issue:45538", "issue:41093|issue:44805", "issue:44479|issue:44560", "issue:41553|issue:44488", "issue:44530|issue:44863", - "issue:24643|issue:30064" + "issue:24643|issue:30064", + "issue:43366|issue:43828" ], - "prepared_review_unit_hash": "4be4c4b508b5552986984d17dad15c6780305489344efa22e2b1b7abdaacb436", + "prepared_review_unit_hash": "8af1e1a5b6368bbca91f86b400a8bdb42496a8ee2c66940ed8f1f8780765254b", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37611, - "estimated_input_tokens": 9403, - "estimated_eval_tokens": 19062 + "serialized_chars": 37050, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous cluster. The clearest duplicate pairs are the v5 docs pipeline-removal reports and the init_empty_weights/_is_hf_initialized loading regression; there is also a plausible Qwen3-VL video-input regression pair, but the rest look unrelated by model, subsystem, or failure mode.", - "confidence": 0.83, - "canonical_issue_reason": "No single cluster-wide canonical stands out, but if one issue must anchor triage, 44291 is the strongest because it states the exact root cause/version boundary and matches the clearest duplicate counterpart (43872).", + "summary": "The set is heterogeneous: it spans unrelated model-loading regressions, tokenizer/docs issues, DeepSpeed/PEFT training bugs, and one bitsandbytes compatibility problem. None of the soft pairs look like confident duplicates of the same underlying change or bug.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45020 is the broadest and most reusable report in the set, centered on recent-version breakage for `remote_code` models; it is the closest thing to an umbrella duplicate target, though the overall cluster is still mixed.", "canonical_pr_reason": null, - "best_issue_reason": "44291 is the most precise, actionable issue in the set and best represents the concrete loading-regression duplicate pair; the other items are too mixed to serve as a better global anchor.", + "best_issue_reason": "issue:45020 has the clearest generalizable symptom statement and is the most plausible dedupe anchor among these mostly model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different models and failures: Qwen3-VL weight_only loading vs a GLM5 unit-test loading problem." - }, - { - "left": "issue:43881", - "right": "issue:43883", - "accept": false, - "reason": "Different code paths: GLM-4V loading failure vs missing all_tied_weights_keys on Molmo." + "reason": "Different failures: Qwen3VL `weight_only=True` loading error vs a generic GLM5 model/topic report; no shared concrete code path." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "ImportError for a missing Qwen2_5_VL class vs a bitsandbytes init TypeError; unrelated." + "reason": "Importing a missing class is unrelated to the bitsandbytes `Int8Params` constructor incompatibility." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression vs flash-attn fallback gating; not the same bug." + "reason": "Tokenizer loading for a specific model is not the same bug as flash-attn fallback being blocked by other checks." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Generic remote_code breakage vs Gemma4 device-map forward mismatch; different code paths." + "reason": "`remote_code` regressions are broader, but this is not the same as a Gemma4 device-mapping forward mismatch." }, { - "left": "issue:42491", - "right": "issue:44368", + "left": "issue:44661", + "right": "issue:45020", "accept": false, - "reason": "Both mention Qwen/LoRA, but one is a model-compatibility regression and the other is just a tie_word_embeddings warning." + "reason": "`TOKENIZER_MAPPING_NAMES` registration failure is a different failure mode from generic `remote_code` model breakage." }, { - "left": "issue:44661", - "right": "issue:45020", + "left": "issue:42491", + "right": "issue:44368", "accept": false, - "reason": "add-new-model-like handling of TOKENIZER_MAPPING_NAMES is a different failure from remote_code model loading regressions." + "reason": "These are separate LoRA/tie-word-embeddings reports with different model versions and symptoms." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch and device placement mismatch are distinct runtime problems." + "reason": "Autocast dtype mismatch in Phi MoE is unrelated to Gemma4 device placement with `device_map=\"auto\"`." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral regex patch crash vs flash-attn fallback selection; unrelated subsystems." + "reason": "Mistral regex patch crashing in tokenizer loading is unrelated to flash-attn fallback gating." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote_code loading regressions vs Kimi tokenizer codec handling; different underlying bugs." - }, - { - "left": "issue:43827", - "right": "issue:44509", - "accept": true, - "reason": "Same docs regression: v5 removed pipeline tasks, but the docs still reference summarization/translation/text2text-generation pipeline usage." + "reason": "A broad `remote_code` loading regression does not match the specific Kimi-K2.5 codec / warning regression." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM key error vs flash-attn installation/fallback logic; not the same issue." + "reason": "A key error while loading one model is not the same as flash-attn fallback checks blocking kernel selection." }, { - "left": "issue:43404", - "right": "issue:43950", + "left": "issue:43827", + "right": "issue:44509", "accept": false, - "reason": "Untied lm_head in Mistral3 and non-persistent buffer corruption are different model/runtime bugs." + "reason": "Both are docs-related, but they are not the same documentation bug unless they point to the exact same stale pages." }, { - "left": "issue:42915", - "right": "issue:45020", + "left": "issue:43404", + "right": "issue:43950", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is a different concrete failure than generic remote_code breakage." + "reason": "Untied `lm_head` weights in Mistral3 is a model-specific tying bug, not a non-persistent buffer corruption regression." }, { "left": "issue:43638", "right": "issue:45823", "accept": false, - "reason": "ZeRO-3 index-out-of-bounds on a non-pretrained Bert model vs Gemma4 PLE device mismatch; unrelated." + "reason": "DeepSpeed ZeRO-3 on a non-pretrained Bert model is unrelated to Gemma4 device mismatch during forward." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FP8 failure and generic `remote_code` breakage are distinct model/config paths." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MOE weight conversion bug vs Ovis2 checkpoint corruption; different models and symptoms." + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is unrelated to an Ovis2 checkpoint corruption report." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper startup failure and _torch_extract_fbank_features are related at a very high level, but the titles do not show the same concrete bug or code path." + "reason": "Whisper model runtime failure and `_torch_extract_fbank_features()` are not the same concrete bug." }, { "left": "issue:43872", "right": "issue:44291", - "accept": true, - "reason": "Same init_empty_weights / _is_hf_initialized incompatibility; 44291 spells out the exact regression that 43872 reports more generally." + "accept": false, + "reason": "Both involve `_is_hf_initialized`, but one is a bitsandbytes compatibility issue and the other is `init_empty_weights`; these are different code paths." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "DeepSpeed Qwen3 MOE weight-loading bug vs bitsandbytes init error; different failure modes." + "reason": "Qwen3 MoE FP8 training and bitsandbytes initialization incompatibility are unrelated regressions." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Bad AutoTokenizer error messaging for Voxtral vs tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "A bad tokenizer error message for Voxtral is not the same as tokenizer loading failure for EMBEDDIA/est-roberta." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 weight-loading reports, but they target different Qwen variants and the titles do not indicate the same concrete root cause." + "reason": "Both are weight-loading problems, but one is Qwen3-Next ZeRO-3 missing params and the other is Qwen3.5 language_model loading; too different to merge." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Trainer compute_loss API mismatch vs a mask/tensor shape IndexError; unrelated." + "reason": "Trainer signature mismatch and mask/tensor shape mismatch are entirely different training errors." }, { - "left": "issue:42947", - "right": "issue:45923", + "left": "issue:43854", + "right": "issue:44863", "accept": false, - "reason": "Gradient checkpointing ineffective with PEFT LoRA and missing supports_gradient_checkpointing are related broadly, but not the same bug." + "reason": "A unit-test loading failure for GLM-4.7-Flash is not the same as NemotronH checkpoint incompatibility." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF NaNs from 3D position_ids/SDPA fallback vs flash_attention crash on s_aux=None; different mechanisms." + "reason": "Gradient NaNs from 3D position ids are unrelated to an `s_aux=None` crash in flash attention integration." }, { - "left": "issue:43854", - "right": "issue:44863", + "left": "issue:42947", + "right": "issue:45923", "accept": false, - "reason": "GLM-4.7 loading in tests vs NemotronH checkpoint loading; unrelated model-specific issues." + "reason": "Gradient checkpointing being ineffective with LoRA is a different issue from a missing `supports_gradient_checkpointing` flag on a remote-code model." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "MOE weight conversion during loading vs gradient averaging under GAS with DeepSpeed; different training bugs." + "reason": "Both mention Qwen/DeepSpeed training, but one is weight conversion/loading and the other is GAS gradient averaging; distinct bugs." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "bitsandbytes init incompatibility vs CLIPTokenizer max_length default; unrelated." + "reason": "bitsandbytes `_is_hf_initialized` incompatibility does not match a tokenizer `model_max_length` default issue." }, { "left": "issue:41093", "right": "issue:44805", "accept": false, - "reason": "The error shape is similar, but the titles do not establish the same root cause or model path; likely separate mask-shape bugs." + "reason": "They share a similar mask-shape wording, but the reports are different instances and not clearly the same underlying tensor mismatch." }, { "left": "issue:44479", "right": "issue:44560", - "accept": true, - "reason": "Both point to the Qwen3-VL video-input regression in 5.3.0; 44560 looks like the embedding-model manifestation of the same StopIteration failure." + "accept": false, + "reason": "Both are video-input regressions, but one targets specific models in v5.3.0 and the other is a Qwen3-vl-embedding StopIteration error; not the same bug." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Voxtral tokenizer error messaging vs sleng-bert loading failure; different artifacts and failures." + "reason": "A bad Voxtral error message is unrelated to a separate model-loading failure for `cjvt/sleng-bert`." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading; different subsystems and bugs." + "reason": "Qwen3.5 PagedAttention cache crash and NemotronH checkpoint loading are different subsystems and symptoms." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight shape error vs image processor void-segmentation-map failure; unrelated." + "reason": "DeepSpeed training `'weight' must be 2-D` is unrelated to image processor handling of void segmentation maps." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF `gpt-oss` support and Phi-tiny-MoE autocast dtype mismatch are different features and failures." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The accepted soft-edge pairs are plausibly the same underlying bug family, and the rejected pairs are generally justified by distinct model/subsystem/failure-mode differences. No overstatement stands out." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 5, "review_unit_count": 49, "status": "reviewed", @@ -1614,7 +1563,6 @@ "issue:43646", "issue:43720", "issue:43824", - "issue:43828", "issue:43950", "issue:43957", "issue:43994", @@ -1633,6 +1581,7 @@ "issue:44960", "issue:44977", "issue:45030", + "issue:45276", "issue:45313", "issue:45325", "issue:45357", @@ -1644,7 +1593,6 @@ "issue:45902" ], "soft_pairs": [ - "issue:43366|issue:43828", "issue:45325|issue:45902", "issue:45663|issue:45823", "issue:43366|issue:43531", @@ -1652,9 +1600,9 @@ "issue:43950|issue:45834", "issue:44560|issue:45685", "issue:43824|issue:43957", + "issue:43366|issue:44589", "issue:43550|issue:44910", "issue:42915|issue:43957", - "issue:43366|issue:44589", "issue:43645|issue:43646", "issue:44560|issue:44918", "issue:42617|issue:43366", @@ -1670,248 +1618,237 @@ "issue:43317|issue:44756", "issue:43644|issue:44534", "issue:38175|issue:39692", - "issue:42491|issue:43720", "issue:41720|issue:42915", + "issue:42491|issue:43720", "issue:44960|issue:44977", - "issue:44451|issue:44488", "issue:45313|issue:45357", - "issue:42915|issue:44756" + "issue:44451|issue:44488", + "issue:42915|issue:44756", + "issue:42491|issue:45276" ], - "prepared_review_unit_hash": "e6bfe591091595960c9618c14527c1547186951444b0889dc1e2fd75f6668dac", + "prepared_review_unit_hash": "963ce2826aa55552d46b4a62f93bf41f243db9b5ce48a99e0132a2ff17198225", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36659, - "estimated_input_tokens": 9165, - "estimated_eval_tokens": 18586 + "serialized_chars": 36680, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, but a few tight duplicate subgroups stand out: non-persistent buffer regressions, SigLIP2 output corruption, Qwen3.5 flash-attention failures, and a couple of model-loading regressions.", - "confidence": 0.76, - "canonical_issue_reason": "issue:43644 is the clearest and earliest report of the exact non-persistent-buffer regression, and it has a near-exact duplicate in issue:44534.", + "summary": "The cluster is mostly heterogeneous, with one clear duplicate family around the Transformers v5 non-persistent-buffer corruption regression. That subcluster centers more plausibly on issue 43950 than 43644 alone, so the issue-side canon should be phrased as a small duplicate family rather than a uniquely precise single representative.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43950 is the clearest anchor because it names the exact failure mode (`register_buffer(persistent=False)` corruption during `from_pretrained()`) and the Transformers 5.x regression; 43644 and 44534 read like shorter rephrasings of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best overall issue anchor here: specific, regression-focused, and the strongest exact-match duplicate candidate in the set.", + "best_issue_reason": "43950 is the strongest single representative for the duplicate family because its title is the most explicit about the underlying regression mechanism, but 43644 is also a plausible canonical because it is similarly direct and 44534 is essentially a paraphrase.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43366", - "right": "issue:43828", - "accept": false, - "reason": "Different models and failure modes; no shared concrete code path." - }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Different bug classes: rope-position scaling vs uninitialized rotary embedding memory." + "reason": "Different model families and failure modes: Qwen2.5-VL rope indexing vs Qwen3_5MoE rotary inv_freq after meta materialization." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but different failures in different paths (FSDP training KeyError vs device-map forward mismatch)." + "reason": "Same Gemma4 family, but different bugs: FSDP2 KeyError in attention vs device_map auto device mismatch during forward." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Unrelated Qwen3-MoE sliding-window bug vs GGUF gpt-oss support request." + "reason": "Unrelated topics: GGUF support for gpt-oss vs a sliding_window bug in Qwen3-MoE." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different audio/ASR paths and distinct symptoms; not the same underlying bug." + "reason": "Different products and code paths: AudioFlamingo3 batched inference leak vs Whisper empty-transcription generation failure." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent-buffer regression vs long-OCR index error; unrelated code paths." + "reason": "Both are loading issues, but they concern unrelated models and regressions (non-persistent buffers vs Kosmos2.5 long OCR input)." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different subsystems and errors; no plausible single fix for both." + "reason": "No common underlying bug: Qwen3-vl-embedding video StopIteration vs an MPS histogram implementation error in MoE." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Import surface issue vs meta-device loading bug; different concrete problems." + "reason": "ImportError for a missing class is a different problem from meta-device loading failures across some models." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Different feature/bug areas: gpt-oss GGUF support vs float8 storage lookup failure." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Separate attention-path bugs in different models; not mergeable into one fix." + "reason": "Different failures and models: torch.compile/SDPA on Bamba vs Flash Attention illegal access on Qwen3.5." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "FP8/Qwen3-MoE failure is unrelated to meta-device loading." + "reason": "Qwen3-MoE FP8 config failure and meta-device loading regressions are separate code paths." }, { - "left": "issue:43366", - "right": "issue:44589", + "left": "issue:43645", + "right": "issue:43646", "accept": false, - "reason": "GGUF support request vs float8 storage lookup error; unrelated issues." - }, - { - "left": "issue:43645", - "right": "issue:43646", - "accept": true, - "reason": "Both describe the same Transformers v5 custom-model initialization regression; one is just the notebook-specific report." + "reason": "Closely related but not the same concrete bug: notebook-specific custom-model initialization vs general custom model initialization." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Video StopIteration and SFT embedding unpacking are different Qwen3.5 failures." + "reason": "Different symptoms and subsystems: video inference StopIteration vs TRL SFT embedding unpacking." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "No shared bug; one is a script/runtime failure, the other is GGUF architecture support." + "reason": "No shared underlying change: 3d_parallel.py runtime failure vs GGUF architecture support request." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Qwen3-MoE FP8 behavior." + "reason": "ImportError for GenerationMixin is unrelated to Qwen3-MoE FP8 loading failures." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping model discovery bug vs Gemma4 PLE device mismatch; different code paths." + "reason": "Tokenizer mapping constraints and Gemma4 PLE device placement are different issues." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different error types and model-specific failures." + "reason": "Different bug classes: video StopIteration vs mask shape mismatch IndexError." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized regression is unrelated to Kosmos2.5 long-input indexing." + "reason": "_is_hf_initialized flag breakage is unrelated to Kosmos2.5 long OCR input indexing." }, { "left": "issue:38175", "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 model and same wrong-output symptom family; these look like duplicate reports of one inference bug." + "accept": false, + "reason": "Same model family, but the reports are not clearly the same concrete bug; one is zero probabilities, the other broader nonsensical outputs plus pipeline/AutoModel behavior." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed ZeRO-3 Bert indexing failure is unrelated to tokenizer mapping-name handling." + "reason": "Deepspeed ZeRO-3 index error on BertModel is unrelated to tokenizer mapping failures in add-new-model-like." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Same as above: ZeRO-3/Bert init failure vs tokenizer mapping bug." + "reason": "Different failures: ZeRO-3 empty-tensor IndexError vs tokenizer mapping validation behavior." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping issue and mask-shape IndexError are not the same bug." + "reason": "Tokenizer mapping validation is unrelated to mask/tensor shape mismatch." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both involve config validation, but the titles point to different models and distinct failing checks." + "reason": "Both mention config validation, but they involve different models and likely different validation rules rather than the same regression." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Device-map/offload loading failure is unrelated to mmap OOM on Strix Halo." + "reason": "Device-map/offload loading failure and Strix Halo mmap OOM are different problems." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Exact same non-persistent-buffer junk regression, just reported with different wording." + "reason": "These are effectively the same regression reported twice: Transformers v5 fills non-persistent buffers with junk, with nearly identical wording and scope." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Both are SigLIP2-related, but one is bad model outputs and the other is a docs/example mismatch plus quantization failure." + "reason": "SigLIP2 zero probabilities and SigLIP2 documentation example errors are related by model name but not clearly the same underlying bug." }, { - "left": "issue:42491", - "right": "issue:43720", + "left": "issue:41720", + "right": "issue:42915", "accept": false, - "reason": "LoRA/qwen3_moe version compatibility and BitNet packed-weight loading are unrelated." + "reason": "Qwen3 auto device mapping CUDA assert and Qwen3-MoE FP8 config failure are separate failure modes." }, { - "left": "issue:41720", - "right": "issue:42915", + "left": "issue:42491", + "right": "issue:43720", "accept": false, - "reason": "Different Qwen3 failures: device-map CUDA assert vs FineGrainedFP8Config." + "reason": "LoRA/Qwen3-MoE hf4.x vs hf5.x compatibility is unrelated to BitNet packed-weight loading." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different GLM/Qwen3.5 issues with different failure modes." - }, - { - "left": "issue:44451", - "right": "issue:44488", - "accept": true, - "reason": "Both are reports that current/latest Transformers cannot load specific BERT-family models; likely the same loader regression." + "reason": "GLM5 discussion and Qwen3.5 flash-attention generation failure are unrelated." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 issues affecting separate components (weight loading vs save_pretrained key handling)." + "reason": "Both are Qwen3.5 issues, but one is ZeRO-3 weight loading while the other is incorrect save_pretrained key handling." }, { - "left": "issue:42915", - "right": "issue:44756", + "left": "issue:44451", + "right": "issue:44488", "accept": false, - "reason": "FP8 Qwen3-MoE failure and Strix Halo mmap OOM are unrelated." + "reason": "Both are model-load failures, but the titles point to different models and no shared concrete bug is established." }, { "left": "issue:44910", - "right": "issue:44977", - "accept": true, - "reason": "Both are Qwen3.5 flash-attention generation failures and likely the same underlying attention/position-id bug." + "right": "issue:44918", + "accept": false, + "reason": "Flash-Attention position_ids misinterpretation and TRL SFT embedding unpacking are different code-path problems." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the accepted soft edges are reasonably conservative given the titles and descriptions. The canonical issue choice for the non-persistent-buffer regression is well supported by the near-exact duplicate pair, and the other accepted groups are plausible duplicate/near-duplicate bug reports rather than clearly separate failures." + "accept": false, + "feedback": "The soft-edge verdicts are generally conservative, but the top-level issue selection is a bit overstated. In the packet, issue 43950 is at least as strong a canonical candidate for the non-persistent-buffer regression: its title explicitly names `register_buffer(persistent=False)` and the same Transformers 5.x corruption behavior. From the metadata alone, 43644 is not clearly the \"most precise\" representative, and the cluster looks closer to a small duplicate family than a single isolated pair. I\u2019d accept if the canonical/best-issue rationale were toned down to reflect that ambiguity." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1919,7 +1856,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 6, "review_unit_count": 49, "status": "reviewed", @@ -1980,17 +1917,16 @@ ], "soft_pairs": [ "issue:43708|issue:44075", - "issue:42491|issue:45276", "issue:43854|issue:43931", - "issue:45488|issue:45812", "issue:43257|issue:43854", + "issue:45488|issue:45812", "issue:44488|issue:44991", - "issue:39692|issue:43994", "issue:43644|issue:43645", + "issue:39692|issue:43994", "issue:43856|issue:43873", "issue:42491|issue:43931", - "issue:45362|issue:45406", "issue:43856|issue:44387", + "issue:45362|issue:45406", "issue:44960|issue:46050", "issue:42491|issue:45292", "issue:44910|issue:45588", @@ -2000,8 +1936,8 @@ "issue:43425|issue:43957", "issue:43404|issue:43454", "issue:41720|issue:44155", - "issue:44402|issue:44488", "issue:39692|issue:44960", + "issue:44402|issue:44488", "issue:42947|issue:45704", "issue:45663|issue:45759", "issue:43873|issue:44387", @@ -2016,256 +1952,250 @@ "issue:45276|issue:45292", "issue:44164|issue:44756" ], - "prepared_review_unit_hash": "123b51e1b86a1ede2c73727e715132f9102ce9430e3d037b65eced5ebeb6dbc1", + "prepared_review_unit_hash": "4ce8ac05bf6a85e2cc1a5909ded3198b1e669d9b163d5e0e5ff0f134e3b3eac6", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38645, - "estimated_input_tokens": 9662, - "estimated_eval_tokens": 19580 + "soft_pair_count": 35, + "serialized_chars": 38349, + "estimated_input_tokens": 9588, + "estimated_eval_tokens": 19432 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated single-issue reports; the only clear duplicate family is around `resize_token_embeddings` not propagating resized embeddings/output heads across model variants. I would keep issue 45276 as the representative for that family.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 45276 is the most specific and central report in the resize-token-embeddings family: it names the failing API and covers both input and output embedding propagation, which subsumes the more generic 45292 and the model-specific 45335 symptoms.", + "summary": "Mostly heterogeneous issue set with one clear duplicate-like pair around `resize_token_embeddings`; no pull requests to assess.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45812 is the broadest, clearest regression report: silent wrong-tokenization for all Granite models in v4\u2192v5, with multiple references and a concrete user-facing failure.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45276 is the best global issue representative because it is detailed enough to anchor the underlying bug while still broad enough to represent the closely related resize-token-embeddings reports.", + "best_issue_reason": "Issue 45812 is the strongest representative of the cluster because it is broad, high-impact, and crisply describes a concrete tokenizer regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Different bugs: checkpoint resume step accounting vs SGD optimizer arguments not being applied." - }, - { - "left": "issue:42491", - "right": "issue:45276", - "accept": false, - "reason": "Both involve model usage/regression, but the concrete failures are unrelated: Qwen3 MoE LoRA compatibility vs token embedding resizing." + "reason": "Different bugs: checkpoint resumption step math vs SGD optimizer arguments being ignored." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Both mention Qwen3-VL loading, but one is a generic unit-test load failure and the other is a specific shape-mismatch error; not clearly the same bug." + "reason": "Both are model-loading failures, but for different models and different root causes." }, { - "left": "issue:45488", - "right": "issue:45812", + "left": "issue:43257", + "right": "issue:43854", "accept": false, - "reason": "Same broad tokenizer area, but different model families and different failure modes; too weak to treat as the same underlying bug." + "reason": "Qwen3 MoE deepspeed/accelerate weight conversion issue is unrelated to GLM-4.7 loading in unit tests." }, { - "left": "issue:43257", - "right": "issue:43854", + "left": "issue:45488", + "right": "issue:45812", "accept": false, - "reason": "Different problems: MoE weight conversion under accelerate+deepspeed vs model loading/test issues for Qwen3-VL." + "reason": "Both are tokenizer regressions, but they involve different tokenizer paths and different model families; not enough evidence of the same bug." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but they affect different models and likely different code paths." + "reason": "Both are loading-related, but the affected models and failure modes differ." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:43644", + "right": "issue:43645", "accept": false, - "reason": "SigLIP2 doc/example errors and nonsensical runtime outputs are related to the same model family, but the reported bugs are not the same concrete issue." + "reason": "One is junk-filled non-persistent buffers; the other is custom-model initialization in notebooks." }, { - "left": "issue:43644", - "right": "issue:43645", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Separate 5.0 regressions: junk-filled non-persistent buffers vs Jupyter custom model initialization." + "reason": "Both mention SigLIP2, but one is a broken docs example and the other is a model/pipeline inference regression." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Different quantization/offloading/memory complaints; not the same underlying bug." + "reason": "Both involve quantization/memory, but one is MoE training memory usage and the other is offloading behavior." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different concrete failures: LoRA compatibility across versions vs weight-shape mismatch while loading a VL model." + "reason": "LoRA compatibility on hf5.x and Qwen3-VL weight-shape mismatch are separate issues." }, { - "left": "issue:45362", - "right": "issue:45406", + "left": "issue:43856", + "right": "issue:44387", "accept": false, - "reason": "Both are chat/processor-related model issues, but one is Qwen3.5 chat crashes and the other is a Gemma4 processor AttributeError." + "reason": "Related to memory and quantization, but not the same concrete failure." }, { - "left": "issue:43856", - "right": "issue:44387", + "left": "issue:45362", + "right": "issue:45406", "accept": false, - "reason": "Both concern memory, but one is Qwen3 MoE training efficiency and the other is int4 quantization reserved-memory/OOM regression." + "reason": "Chat crash on Qwen3.5-35B and Gemma4Processor serve crash are different code paths and symptoms." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different model/version topics: GLM5 versus a sinq save/load corruption report." + "reason": "Both touch quantization/save-load, but they target different quantization schemes and distinct failure modes." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Unrelated issues: Qwen3 MoE LoRA compatibility vs embedding resize propagation." + "reason": "LoRA model compatibility and resize_token_embeddings behavior are unrelated." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but the failures are distinct code paths: packed-sequence misinterpretation vs `s_aux=None` AttributeError." + "reason": "Both crash in flash-attention-related code, but the causes are different (position_ids packing vs s_aux=None handling)." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both involve model loading/saving internals, but extra_state handling and `_is_hf_initialized` argument handling are different bugs." + "reason": "save/from_pretrained extra_state handling and init_empty_weights argument handling are separate loader bugs." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for `GenerationMixin` is unrelated to Whisper `return_language` pipeline behavior." + "reason": "ImportError for GenerationMixin and Whisper pipeline return_language regression are unrelated." }, { "left": "issue:45276", "right": "issue:45335", - "accept": true, - "reason": "Both report the same underlying `resize_token_embeddings` propagation bug: resized embeddings are not reflected in model-specific output/input embedding modules." + "accept": false, + "reason": "Very similar symptom, but these are different model families and the evidence is insufficient to call them the same concrete bug." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch compatibility and meta-device loading failures are different regressions." + "reason": "Torch version incompatibility and meta-device loading failures are different issues." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both are weight-tying issues, but for different models and different symptoms; not the same concrete bug." + "reason": "Both are lm_head tying problems, but they affect different architectures and do not clearly share one code path." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert and AudioFlamingo3 batched inference token leakage are unrelated." + "reason": "Qwen3 auto device mapping assert and AudioFlamingo3 batched leakage are unrelated." }, { - "left": "issue:44402", - "right": "issue:44488", + "left": "issue:39692", + "right": "issue:44960", "accept": false, - "reason": "Tokenizer vocab-size mismatch for one model is not the same as a separate model-loading failure for another." + "reason": "Doc-example errors for SigLIP2 and GLM5 model loading are unrelated." }, { - "left": "issue:39692", - "right": "issue:44960", + "left": "issue:44402", + "right": "issue:44488", "accept": false, - "reason": "SigLIP2 documentation/model issues are unrelated to the GLM5 report." + "reason": "Both mention tokenizer/vocab issues, but they concern different models and different specific failures." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA and an apex RMSNorm memory leak are different bugs." + "reason": "Gradient checkpointing with PEFT LoRA and T5 apex RMSNorm memory leak are unrelated." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 KeyError and Qwen3.5 multimodal config unwrapping are different failure modes." + "reason": "Gemma4 FSDP2 shared_kv_states bug and Qwen multimodal text_config unwrapping are different implementation problems." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Quantization/offloading issue vs int4 reserved-memory regression; same area, different bugs." + "reason": "Both are quantization/memory related, but one is offloading behavior and the other is reserved-memory/OOM regression." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Meta-init loading argument mismatch and mmap-related OOM are unrelated." + "reason": "init_empty_weights TypeError and mmap OOM avoidance are unrelated." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 FSDP2 attention state handling and Qwen3_5Moe CPU-offload incompatibility are distinct." + "reason": "Gemma4 FSDP2 KeyError and Qwen3.5 MoE CPU-offload incompatibility are different issues." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batched inference leakage and Gemma4 PLE device mismatch are unrelated." + "reason": "AudioFlamingo3 batched leakage and Gemma4 device mismatch are distinct bugs." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformers and Gemma4 FSDP2 shared_kv_state rebuilding are unrelated." + "reason": "SwitchTransformers sparse-layer creation and Gemma4 FSDP2 attention state handling are unrelated." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization/model-loading problems for different models." + "reason": "Both are quantized model loading problems, but they involve different quantization formats and failure modes." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Different causes of OOM: int4 reserved memory growth vs mmap on Strix Halo." + "reason": "Int4 quantization OOM regression and disabling mmap on Strix Halo are unrelated." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading breakage and mmap/OOM are different issues." + "reason": "Meta-device loading breakage and mmap/OOM on Strix Halo are different problems." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Unit-test model loading failure for GLM-4.7-Flash vs Qwen3.5 save_pretrained regression are different bugs." + "reason": "Unit-test model loading failure for GLM-4.7 and Qwen3.5 save_pretrained regression are unrelated." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying `resize_token_embeddings` bug: resized embeddings are not reflected in output embeddings." + "reason": "Same underlying resize_token_embeddings regression: one report is Gemma4-specific, the other is the generic output_embeddings symptom." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Extra_state serialization and Strix Halo mmap OOM are unrelated." + "reason": "save/from_pretrained extra_state handling and mmap disabling for OOM are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 45276, 45292, and 45335 clearly form the resize_token_embeddings family, and choosing 45276 as the representative is conservative and well supported by the titles. The soft-edge verdicts are also generally cautious, mostly rejecting pairs with different model families or failure modes rather than overclaiming duplicates. I don\u2019t see an overstatement that would justify rejection." + "feedback": "Grounded and conservative overall. The chosen canonical issue (45812) is well supported by the packet title and references, the summary matches the all-issue set, and the only accepted soft-edge pair (45276/45292) looks plausibly duplicate-like from the titles. No PRs are present to assess." }, "evaluator_used": true, "retried": false, @@ -2276,7 +2206,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 7, "review_unit_count": 49, "status": "reviewed", @@ -2286,12 +2216,14 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ + "issue:36032", "issue:39404", "issue:42947", "issue:43257", "issue:43299", "issue:43381", "issue:43425", + "issue:43452", "issue:43596", "issue:43611", "issue:43645", @@ -2313,7 +2245,6 @@ "issue:44509", "issue:44530", "issue:44589", - "issue:44671", "issue:44683", "issue:44756", "issue:44805", @@ -2336,19 +2267,19 @@ ], "soft_pairs": [ "issue:43381|issue:44928", - "issue:45684|issue:45698", "issue:42947|issue:43381", + "issue:45684|issue:45698", "issue:44479|issue:44877", "issue:45588|issue:45663", "issue:43646|issue:43708", "issue:43645|issue:44164", "issue:43828|issue:43957", "issue:45292|issue:45335", - "issue:44402|issue:44451", "issue:43425|issue:43828", + "issue:44402|issue:44451", "issue:43257|issue:44863", - "issue:44589|issue:44756", "issue:44683|issue:45823", + "issue:44589|issue:44756", "issue:39404|issue:45701", "issue:43425|issue:45823", "issue:43425|issue:43716", @@ -2361,226 +2292,232 @@ "issue:44479|issue:44805", "issue:43994|issue:44079", "issue:43425|issue:44918", - "issue:43299|issue:43931", "issue:44589|issue:45084", + "issue:43299|issue:43931", "issue:43596|issue:44683", - "issue:39404|issue:44671", - "issue:44164|issue:45759" + "issue:44164|issue:45759", + "issue:36032|issue:43452" ], - "prepared_review_unit_hash": "377f2324901e6c78faabdbeffda8ff3d57607ee138bc54e61d0ab6f549d2a618", + "prepared_review_unit_hash": "c99b8293c613d0bb584788d7019177680ef32b1c5b5d7d19f20f8cf00497dbe3", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36466, - "estimated_input_tokens": 9117, - "estimated_eval_tokens": 18490 + "serialized_chars": 37127, + "estimated_input_tokens": 9282, + "estimated_eval_tokens": 18820 }, "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; only the resize_token_embeddings pair looks like a true duplicate. Most other pairs share a subsystem or vague symptom but not the same underlying bug.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45292 is the broadest and most central formulation of the resize_token_embeddings bug; issue:45335 reads like a model-specific manifestation of the same problem.", + "summary": "Mostly heterogeneous cluster: the only clear duplicate-like pair is the resize_token_embeddings regression (45292/45335). The remaining soft pairs share broad subsystems or model families, but not the same concrete bug.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45292 is the best canonical anchor because it states the general resize_token_embeddings failure, and 45335 reads as a narrower t5gemma manifestation of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best canonical issue because it describes the generic behavior regression and subsumes the more specific t5gemma report.", + "best_issue_reason": "issue:45292 is the strongest global issue candidate in this set: it is specific enough to be actionable yet broad enough to subsume the paired t5gemma report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Both involve gradient-related training behavior, but one is an eval-mode checkpointing restriction and the other is a Qwen3.5 RLHF overflow/SDPA fallback bug." + "reason": "Both mention training stability, but one is a checkpointing/eval-mode limitation and the other is a NaN/SDPA-fallback regression." }, { - "left": "issue:45684", - "right": "issue:45698", + "left": "issue:42947", + "right": "issue:43381", "accept": false, - "reason": "Both mention save_pretrained/from_pretrained, but one is about read-only file permissions during save and the other is about loading the wrong custom module." + "reason": "Same broad area, but one is PEFT LoRA checkpointing ineffectiveness and the other is an eval-mode restriction." }, { - "left": "issue:42947", - "right": "issue:43381", + "left": "issue:45684", + "right": "issue:45698", "accept": false, - "reason": "LoRA gradient checkpointing ineffective is a different bug from gradient checkpointing being disallowed in eval mode." + "reason": "Custom-model save/load is broad, but one is file permission propagation and the other is wrong module reloaded after save." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different model families and failure modes: video-input regression vs strict config blocking granite_speech loading." + "reason": "Different bugs: video-input regression in Qwen VL models versus strict config blocking granite_speech loading." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "A flash_attention crash on sink-less models is not the same as a Gemma4 FSDP2 shared_kv_states KeyError." + "reason": "Different code paths: flash-attention crash on sink-less models versus Gemma4 FSDP2 shared_kv_states issue." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks is unrelated to resume_from_checkpoint max_steps calculation." + "reason": "One is custom model init in v5, the other is Trainer resume/max_steps calculation; unrelated bugs." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook-defined custom model initialization and extra_state save/load handling are different code paths and bugs." + "reason": "Custom model notebook init regression versus save/from_pretrained extra_state handling; not the same failure." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Both are dtype/device-related, but one is an autocast mismatch for Phi-tiny-MoE and the other is a meta-device loading regression." + "reason": "Both are dtype-related, but one is autocast on Phi-tiny-MoE and the other is meta-device loading on different models." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "These describe the same resize_token_embeddings regression; 45335 is a model-specific instance of the broader output_embeddings issue." + "reason": "Same resize_token_embeddings bug: the generic report and the t5gemma-specific report describe the same missing embedding update." }, { - "left": "issue:44402", - "right": "issue:44451", + "left": "issue:43425", + "right": "issue:43828", "accept": false, - "reason": "Both concern loading/tokenizer oddities, but the affected models and likely root causes are different." + "reason": "Torch-version incompatibility versus a model-specific autocast dtype mismatch; too general to be one bug." }, { - "left": "issue:43425", - "right": "issue:43828", + "left": "issue:44402", + "right": "issue:44451", "accept": false, - "reason": "A torch version compatibility issue is not the same as a model-specific dtype mismatch under autocast." + "reason": "Tokenizer vocab-size mismatch versus an unspecified ScandiBERT load failure; insufficient evidence they share the same root cause." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Both are load failures for large models, but they involve different architectures and different failure mechanisms." + "reason": "Different model-loading failures: Qwen3 MoE conversion under accelerate/deepspeed versus NemotronH checkpoint loading." }, { - "left": "issue:44589", - "right": "issue:44756", + "left": "issue:44683", + "right": "issue:45823", "accept": false, - "reason": "Missing Float8 storage and disabling mmap for OOM are unrelated problems." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device_map auto mismatch are unrelated failures." }, { - "left": "issue:44683", - "right": "issue:45823", + "left": "issue:44589", + "right": "issue:44756", "accept": false, - "reason": "Torch flex_attention compilation on >=2.9 and Gemma4 PLE device-map mismatch are different bugs." + "reason": "Float8 storage lookup error versus mmap/OOM on Strix Halo; unrelated bugs." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper return_language pipeline regression is unrelated to tokenization behavior changes." + "reason": "Whisper pipeline return_language regression versus a tokenizer-behavior change report; not the same issue." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "General torch incompatibility and Gemma4 device mismatch do not look like the same bug." + "reason": "Broad torch incompatibility versus a Gemma4 device placement bug; different concrete code paths." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch incompatibility and Mistral-3 image/text dtype mismatch are different issues." + "reason": "Torch compatibility issue versus Mistral-3 image preprocessor/model dtype mismatch." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both involve custom models, but one is a base_model_prefix loading regression and the other is Jupyter notebook initialization behavior." + "reason": "base_model_prefix loading regression and custom model notebook initialization are different custom-model problems." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of another issue and a PagedAttentionCache linear_attention crash are not the same concrete bug." + "reason": "A reproduction of another issue is not enough; the titles point to different runtime failures." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache invalid group type and compiler non-template-node errors are unrelated failures." + "reason": "PagedAttentionCache linear_attention crash versus a compile-time non-template-node TypeError; different bugs." }, { "left": "issue:39404", - "right": "issue:44671", + "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline language return and CamemBERT masked LM prediction drift are unrelated model-specific regressions." + "reason": "Whisper return_language pipeline regression versus MXFP4 quantization fallback; unrelated." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Documentation mismatch about return_all_scores is unrelated to docs mentioning removed pipeline tasks." + "reason": "Both are docs-related, but one is return_all_scores wording and the other is removed pipeline tasks." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failing on torch_compilable_check is a different issue from Perceiver image classification failing with interpolate_pos_encoding." + "reason": "torch.export/torch_compilable_check failure versus Perceiver non-default-resolution inference failure; different code paths." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "A video-input regression for Qwen/VL models is not the same as a generic mask-shape IndexError." + "reason": "Both are shape/regression reports, but one is Qwen VL video-input regression and the other is a generic mask/tensor indexing error." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Nonsensical predictions from a specific model are not the same as ModelOutput key assignment logic breaking after None values." + "reason": "Nonsensical Siglip2 outputs versus ModelOutput key assignment behavior; not the same bug." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch compatibility and Qwen3.5 embedding unpacking are different regressions." + "reason": "Version incompatibility report versus Qwen3.5 TRL embedding unpacking failure; different concrete problems." }, { - "left": "issue:43299", - "right": "issue:43931", + "left": "issue:44589", + "right": "issue:45084", "accept": false, - "reason": "Both are Qwen3-VL loading problems, but the titles indicate different failure modes and not enough evidence of the same root cause." + "reason": "Float8 storage issue and non-template-node compile error are unrelated." }, { - "left": "issue:44589", - "right": "issue:45084", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "A storage-object lookup failure and a compiler template-node error are unrelated." + "reason": "Both involve Qwen3-VL loading, but one is accelerate/deepspeed conversion and the other is a checkpoint shape mismatch; not clearly the same bug." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Zero3 init index error with BertModel is unrelated to flex_attention compilation on torch >=2.9." + "reason": "DeepSpeed ZeRO-3/BertModel indexing failure versus torch>=2.9 flex_attention compilation failure." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/load handling and unwrapping text_config for composite Qwen configs are different loading/saving bugs." + "reason": "extra_state save/load handling and AutoModelForCausalLM text_config unwrapping are separate serialization/loading bugs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer special-token conflict and gguf_file loading failures are unrelated loading bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The resize_token_embeddings pair is the only clearly duplicate-looking match, and the other soft-edge verdicts appropriately avoid overclaiming despite superficial subsystem overlap." + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The only clearly duplicate-like pair identified, issue:45292 and issue:45335, is well supported by the titles as the generic and t5gemma-specific resize_token_embeddings reports. The remaining pairwise rejections are appropriately cautious and do not overstate shared root cause evidence." }, "evaluator_used": true, "retried": false, @@ -2591,7 +2528,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 8, "review_unit_count": 49, "status": "reviewed", @@ -2651,54 +2588,54 @@ "issue:45987" ], "soft_pairs": [ - "issue:36032|issue:43452", + "issue:39404|issue:44671", "issue:44671|issue:44991", - "issue:32090|issue:39404", "issue:43856|issue:44756", "issue:44991|issue:45081", - "issue:44737|issue:45859", + "issue:32090|issue:39404", "issue:44164|issue:44479", + "issue:44737|issue:45859", "issue:43582|issue:43632", "issue:44661|issue:44683", "issue:44488|issue:45081", "issue:44488|issue:44987", "issue:43611|issue:43644", - "issue:40990|issue:43421", "issue:43716|issue:45084", + "issue:40990|issue:43421", "issue:44206|issue:44220", "issue:36032|issue:42915", "issue:43643|issue:44530", - "issue:34567|issue:40444", "issue:43883|issue:44488", - "issue:44811|issue:45584", - "issue:44451|issue:44987", + "issue:34567|issue:40444", "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:44811|issue:45584", "issue:42915|issue:44530", + "issue:43644|issue:43646", "issue:44464|issue:45987", "issue:43452|issue:43482", - "issue:43644|issue:43646", "issue:43317|issue:43482", - "issue:44849|issue:45325", "issue:36032|issue:43645", - "issue:44987|issue:44991", + "issue:44849|issue:45325", "issue:45084|issue:45507", + "issue:44987|issue:44991", "issue:43883|issue:44991", "issue:43262|issue:43377" ], - "prepared_review_unit_hash": "e12f91e6f5805f48aa745d7c27fbb87d4d47f2c0731dfff93e07b6f7c19ea290", + "prepared_review_unit_hash": "e430e954f4df4c873b35f325c63d01ec198111dfcc450fff21fa4242c22fdfab", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37542, + "serialized_chars": 37541, "estimated_input_tokens": 9386, "estimated_eval_tokens": 19028 }, @@ -2707,210 +2644,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of Transformers v5 regressions and model/tokenizer-loading bugs, but the items are not the same underlying defect. I would keep one broad v5 regression report as the representative issue, and reject all soft duplicate links.", - "confidence": 0.41, - "canonical_issue_reason": "issue:43646 is the broadest and most representative title in the cluster: a generic Transformers v5 custom-model initialization regression. It best matches the cluster\u2019s dominant theme, even though the overall set is still heterogeneous.", + "summary": "This cluster is a loose mix of unrelated Transformers issues, with a few broad v5 regression reports and several model-specific failures. None of the soft pairs look like the same concrete bug from titles alone, so all are rejected.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the cluster\u2019s main theme: Transformers 5.0.0 breaking custom model initialization. It best captures the general v5-regression flavor shared by several nearby reports, even though the set is not a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single issue to keep because it is broad, central to the v5 regression theme, and not overly tied to one model or one narrow symptom.", + "best_issue_reason": "43646 is the best single issue to anchor the cluster because it is broad, central to the v5 initialization/regression theme, and more representative than the narrower model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "Different failure modes: T5 tokenizer attribute conflict vs gguf_file loading path breakage." + "reason": "Different products and failures: Whisper pipeline language return vs CamemBERT masked LM predictions." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Both are model-loading regressions, but one is masked LM prediction quality and the other is tokenizer loading; not the same bug." - }, - { - "left": "issue:32090", - "right": "issue:39404", - "accept": false, - "reason": "Trainer GPU broadcast TypeError and Whisper return_language pipeline regression are unrelated." + "reason": "Both are loading/prediction regressions, but one is CamemBERT MLM output and the other is tokenizer loading for a specific model; not the same bug." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Different symptoms and subsystems: Qwen3 MoE training memory usage vs mmap OOM on Strix Halo." + "reason": "Both mention memory concerns, but one is Qwen3 MoE training efficiency and the other is mmap/OOM on Strix Halo; different causes and fixes." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both affect loading, but one is tokenizer loading for a specific model and the other is a Mistral regex patch crash; distinct code paths." + "reason": "Tokenizer loading for EMBEDDIA/est-roberta is unrelated to the Mistral regex patch crash." }, { - "left": "issue:44737", - "right": "issue:45859", + "left": "issue:32090", + "right": "issue:39404", "accept": false, - "reason": "CPU device-placement bug in XLNet vs Qwen3_5Moe rotary embedding offload compatibility; not the same issue." + "reason": "Trainer GPU broadcast TypeError and Whisper return_language pipeline failure are unrelated subsystems." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to the Qwen VL video-input regression." + "reason": "save/from_pretrained extra_state handling is not the same as the Qwen video input regression." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are rotary/position-related, but one is XLNet CPU device placement and the other is Qwen3.5 MoE CPU offload compatibility." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "AppleSilicon allocator warmup TypeError and _is_hf_initialized flag regression are separate internal issues." + "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag regression are different initialization bugs." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer mapping add-new-model-like failure is unrelated to compiled flex_attention on torch >= 2.9." + "reason": "Tokenizer mapping registration failure is unrelated to compiled flex_attention on newer torch." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Different model families and failure points: generic BERT loading vs Mistral tokenizer regex patch." + "reason": "Model loading failure for cjvt/sleng-bert is not the same as the Mistral regex patch backend_tokenizer crash." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are load failures, but one is a specific model load issue and the other is a different transformers>=5.1 regression." + "reason": "Both are loading regressions, but they affect different models and different failure paths." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Base_model_prefix loading breakage and non-persistent buffer junk are related to v5 internals but are not the same concrete bug." + "reason": "base_model_prefix loading breakage and junk-filled non-persistent buffers are separate v5 regressions with different symptoms." }, { - "left": "issue:40990", - "right": "issue:43421", + "left": "issue:43716", + "right": "issue:45084", "accept": false, - "reason": "Perplexity regression on GPT-OSS is not the same as runtime post-processor update behavior in TokenizersBackend." + "reason": "Image preprocessor dtype mismatch for Mistral-3 is unrelated to template compilation errors." }, { - "left": "issue:43716", - "right": "issue:45084", + "left": "issue:40990", + "right": "issue:43421", "accept": false, - "reason": "Image preprocessor/model dtype mismatch is unrelated to the non-template-node compilation error." + "reason": "Perplexity regression on gpt-oss-20b is not the same as runtime special-token post-processor update behavior." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "These are both audio-feature related, but one is an unsupported center argument regression and the other is a different fbank extraction problem." + "reason": "The titles point to different audio feature-extraction regressions: unsupported center arg vs _torch_extract_fbank_features issues." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer load error for T5 is unrelated to Qwen3Moe FineGrainedFP8Config failure." + "reason": "Tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are distinct errors." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Missing fields from AutoConfig with trust_remote_code=True is not the same bug as PagedAttentionCache rejecting linear_attention." + "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache group-type crash on Qwen3.5." }, { - "left": "issue:34567", - "right": "issue:40444", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "TrainerState token counting bug and multi-image IterableDataset finetuning failure are unrelated." + "reason": "Missing all_tied_weights_keys on MolmoForCausalLM is different from tokenizer loading failures." }, { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:34567", + "right": "issue:40444", "accept": false, - "reason": "Missing all_tied_weights_keys on Molmo is not the same as loading cjvt/sleng-bert." + "reason": "TrainerState token counting and Qwen2.5-VL iterable dataset multi-image finetuning are unrelated." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:43541", + "right": "issue:45084", "accept": false, - "reason": "Both are Whisper-related, but one ignores skip_special_tokens and the other fails on empty transcription after align_special_tokens; different code paths." + "reason": "Torch dynamo grouped_mm tracing error for Mixtral is not the same as template compilation failure." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Different affected assets and symptoms: one cannot load a specific model, the other is a broader transformers>=5.1 load regression." + "reason": "Two model-loading problems, but for different repos/models and different breakpoints; not a duplicate." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:44811", + "right": "issue:45584", "accept": false, - "reason": "torch dynamo grouped_mm tracing failure is unrelated to template compilation errors." + "reason": "Whisper batch_decode skip_special_tokens handling and empty-transcription generation after align_special_tokens are related to Whisper, but they are different code paths and not the same bug." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache linear_attention crash are different bugs." + "reason": "Qwen3Moe FP8 training failure and Qwen3.5 PagedAttentionCache crash are separate Qwen-family issues." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is buffer initialization and the other is custom model initialization; not the same underlying issue." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is not the same as StaticCache.get_seq_length() returning the wrong type." + "reason": "Chunked generation with compiled forward and StaticCache.get_seq_length returning a Tensor are different bugs." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both involve loading, but one is gguf_file handling in general and the other is a Qwen2.5-GGUF v5 compatibility regression." + "reason": "gguf_file support breakage and Qwen2.5-GGUF loading failure are related only by GGUF, not by the same failure mode." }, { - "left": "issue:43644", - "right": "issue:43646", + "left": "issue:43317", + "right": "issue:43482", "accept": false, - "reason": "Related v5 breakages, but one is non-persistent buffer initialization and the other is broader custom model initialization; not identical." + "reason": "device_map=auto dequantized offload failure is different from GGUF loading failure." }, { - "left": "issue:43317", - "right": "issue:43482", + "left": "issue:36032", + "right": "issue:43645", "accept": false, - "reason": "gpu+cpu offload dequantized-model loading issue is different from Qwen2.5-GGUF v5 loading failure." + "reason": "Tokenizer add_special_tokens conflict is not the same as custom model initialization in notebooks." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-states output bug and Qwen2.5-VL rope-index scaling bug affect different model behaviors." + "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope index scaling bug are different model-specific regressions." }, { - "left": "issue:36032", - "right": "issue:43645", + "left": "issue:45084", + "right": "issue:45507", "accept": false, - "reason": "T5 tokenizer conflict and Jupyter custom-model initialization regression are different problems." + "reason": "Template compilation error is unrelated to GraniteMoEHybrid calling an invalid method." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "One is a model loading regression, the other is tokenizer loading for a specific checkpoint; same theme but not same bug." - }, - { - "left": "issue:45084", - "right": "issue:45507", - "accept": false, - "reason": "Template-node compilation failure is unrelated to GraniteMoEHybrid calling an invalid method." + "reason": "Both are loading regressions, but they affect different models and likely different tokenizer/model initialization paths." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Molmo missing attribute and est-roberta tokenizer load failure are unrelated." + "reason": "Molmo tied-weights attribute error and tokenizer loading for EMBEDDIA/est-roberta are unrelated." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate default bug and MIMI padding-mask batch inconsistency are distinct audio issues." + "reason": "Audio processor sampling-rate default bug and MIMI encoder padding-mask bug are different issues in different subsystems." } ] }, @@ -2924,7 +2861,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 9, "review_unit_count": 49, "status": "reviewed", @@ -2938,7 +2875,6 @@ "issue:40444", "issue:40990", "issue:41720", - "issue:42175", "issue:42915", "issue:43089", "issue:43296", @@ -2957,6 +2893,7 @@ "issue:43819", "issue:43994", "issue:44062", + "issue:44079", "issue:44220", "issue:44265", "issue:44291", @@ -2979,269 +2916,269 @@ "issue:45216", "issue:45325", "issue:45357", - "issue:45542", + "issue:45663", "issue:45987" ], "soft_pairs": [ "issue:43089|issue:45987", + "issue:43645|issue:44534", "issue:43404|issue:44466", "issue:43646|issue:44534", - "issue:43645|issue:44534", "issue:44403|issue:45081", "issue:43322|issue:43540", - "issue:43994|issue:44610", "issue:42915|issue:45084", + "issue:43994|issue:44610", "issue:43377|issue:43819", "issue:44220|issue:44683", "issue:44451|issue:45081", "issue:44987|issue:45081", "issue:44265|issue:44610", - "issue:45216|issue:45357", "issue:42915|issue:44291", + "issue:45216|issue:45357", "issue:43632|issue:44756", "issue:44062|issue:44987", "issue:36032|issue:43742", "issue:42915|issue:44589", + "issue:43296|issue:43531", "issue:44479|issue:45325", "issue:43404|issue:45127", - "issue:43296|issue:43531", - "issue:40444|issue:45325", - "issue:36032|issue:41720", "issue:43531|issue:44877", + "issue:36032|issue:41720", "issue:43425|issue:44403", + "issue:40444|issue:45325", "issue:43611|issue:44534", "issue:43632|issue:44534", "issue:43792|issue:44589", - "issue:42175|issue:45542", "issue:40990|issue:44811", - "issue:44683|issue:45020" + "issue:44683|issue:45020", + "issue:44079|issue:45663" ], - "prepared_review_unit_hash": "4bc30f0f77c319c7e38aa4f028c5082124840cd3ffe0d37e5bcd0f6cea8a8a19", + "prepared_review_unit_hash": "0cc8d56cb7964531b2dc5116dc7fd5c806cbce0346a8a3586ef3615a3e20e3e4", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36641, - "estimated_input_tokens": 9161, - "estimated_eval_tokens": 18578 + "serialized_chars": 36688, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed set of distinct bugs, with one dominant theme around Transformers v5 model-loading/custom-init regressions plus two smaller duplicate-like subclusters (Qwen3.5 checkpoint saving and Qwen VL rope/position-id handling).", - "confidence": 0.67, - "canonical_issue_reason": "Issue 43646 is the broadest and most central representative of the v5 custom-model initialization/loading regression theme; it is more umbrella-like than the narrower notebook/base_model_prefix/_is_hf_initialized variants.", + "summary": "This cluster is mostly a grab-bag of Transformers v5/model-loading regressions. Only one pair looks like a true duplicate: the Qwen3.5 `save_pretrained` visual-encoder key regression. The rest are related in theme but hit different code paths or models.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45216 is the broader report of the Qwen3.5 `save_pretrained` regression, and issue:45357 is a narrower later report of the same incorrect visual-encoder key serialization.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the best single issue to anchor the main cluster because it captures the general v5 custom-model initialization breakage without being overly model-specific.", + "best_issue_reason": "issue:45216 is the best representative because it clearly states the regression boundary and covers the underlying `save_pretrained` bug that the follow-up report repeats.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Different problems: generation throughput/sync overhead vs a Cache API return-type contract bug." + "reason": "Generation overhead from per-token GPU syncs is unrelated to `StaticCache.get_seq_length()` returning the wrong type." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:43645", + "right": "issue:44534", "accept": false, - "reason": "Both involve tied weights/lm_head, but one is a Mistral3 model-specific tying bug and the other is a save_pretrained serialization inconsistency; not the same concrete failure." + "reason": "Notebook custom-model initialization breakage is a different failure mode from non-persistent buffers being filled with junk." }, { - "left": "issue:43646", - "right": "issue:44534", + "left": "issue:43404", + "right": "issue:44466", "accept": false, - "reason": "Custom model initialization failure vs non-persistent buffer corruption; same release family, but different code paths and symptoms." + "reason": "Both involve tied weights, but one is a load-time `lm_head` tying bug and the other is a save-serialization inconsistency." }, { - "left": "issue:43645", + "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Jupyter/custom model init regression is unrelated to non-persistent buffer junk filling." + "reason": "Custom model initialization in v5 is not the same bug as non-persistent buffer corruption." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise issue and a Mistral tokenizer patch crash are different bugs." + "reason": "General load-time noise/warnings are not the same underlying crash as the Mistral tokenizer regex patch failure." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different multimodal models and different load/process failures." - }, - { - "left": "issue:43994", - "right": "issue:44610", - "accept": false, - "reason": "Different vision-model issues: nonsensical AutoModel/pipeline outputs vs processor size mismatch." + "reason": "Llava Next segmentation faults and Qwen3OmniMoe video ValueErrors are distinct multimodal bugs." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 configuration failure is unrelated to the template-node compilation error." + "reason": "FP8 config loading and template-node compilation failures are unrelated code paths." }, { - "left": "issue:43377", - "right": "issue:43819", + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 incorrect outputs and OmDet-Turbo image-size mismatch are different model/preprocessing issues." + }, + { + "left": "issue:43377", + "right": "issue:43819", "accept": false, - "reason": "Both are audio-model correctness bugs, but one is padding-mask batching and the other is STE/latent decoding; not the same bug." + "reason": "MIMI batching/padding-mask mismatch is unrelated to DAC `from_latents` vs forward-pass divergence." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction bug vs compiled flex_attention incompatibility on newer torch." + "reason": "Audio fbank feature extraction and compiled flex_attention on torch>=2.9 are different failures." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Model load failure for ScandiBERT vs tokenizer regex patch crash for Mistral; unrelated." + "reason": "Model load failure for ScandiBERT is not the same bug as the tokenizer backend patch crash." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different loading regressions affecting different model families and code paths." + "reason": "Loading `physical-intelligence/fast` and patching Mistral tokenizer regex are separate regressions." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export/exportability bug vs OmDet-Turbo processor/image-size mismatch." - }, - { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Same model family and same `save_pretrained` serialization regression for Qwen3.5; 45357 is a narrower symptom of the checkpoint corruption reported in 45216." + "reason": "`torch.export` with `torch_compilable_check` is unrelated to the OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both are init/loading-related, but Qwen3Moe FP8 config and `_is_hf_initialized` argument handling are distinct bugs." + "reason": "Both mention v5 loading problems, but FP8 config handling and `init_empty_weights` argument incompatibility are different bugs." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 `save_pretrained` regression; 45357 is a later, narrower restatement of the incorrect visual-encoder key saving bug." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Different failures: `_is_hf_initialized` initialization behavior vs mmap/OOM policy on Strix Halo." + "reason": "The `_is_hf_initialized` flag regression is unrelated to disabling mmap on Strix Halo to avoid OOM." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Tokenizer AddedToken argument duplication vs a model load failure for `physical-intelligence/fast`." + "reason": "`AddedToken(..., special=...)` argument conflicts are not the same as a model-loading failure for `physical-intelligence/fast`." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer special-token conflict and MobileLLM key error are unrelated loading bugs." + "reason": "T5 tokenizer `add_special_tokens` method/attribute conflict is unrelated to the MobileLLM key-error load failure." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to the Float8 storage lookup error." + "reason": "FP8 config issues and missing `Float8_e4m3fnStorage` are different compatibility problems." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding-window behavior are separate bugs." }, { "left": "issue:44479", "right": "issue:45325", - "accept": true, - "reason": "Same Qwen VL rope/temporal position-id regression in v5.3.0; 45325 is the specific still-image manifestation of the broader video-input failure in 44479." + "accept": false, + "reason": "The video-input regression in Qwen models is not the same as still-image temporal position-id scaling in `get_rope_index`." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both touch tied embeddings/weights, but one is Mistral3 lm_head tying and the other is LoRA merge with extended vocabulary; not the same bug." + "reason": "Untied `lm_head` weights in Mistral3 are not the same as LoRA merge collapse after vocab extension." }, { - "left": "issue:43296", - "right": "issue:43531", - "accept": false, - "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window behavior are different issues." - }, - { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is unrelated to Qwen2.5-VL temporal position-id scaling." + "reason": "Qwen3-MoE sliding-window behavior and strict config rejection for `granite_speech` are unrelated." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "T5 tokenizer conflict and Qwen3 auto device mapping cuda assert are unrelated." + "reason": "Tokenizer load conflicts are unrelated to the Qwen3 auto-device-map CUDA assert." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and strict-config loading for granite_speech are different code paths." + "reason": "Torch 2.10 incompatibility is broader version support, not the same as transformer-load noise." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "Torch version incompatibility and loading noise are unrelated." + "reason": "IterableDataset multi-image prompting failure is unrelated to Qwen2.5-VL rope-index temporal scaling." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "`base_model_prefix` loading breakage and non-persistent buffer junk are separate v5 regressions." + "reason": "`base_model_prefix` loading breakage is a different code-path from non-persistent buffer corruption." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Different regressions: `_is_hf_initialized` flag handling vs non-persistent buffer serialization." + "reason": "The `_is_hf_initialized` regression and junk-filled buffers are distinct v5 issues." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and missing Float8 storage object are unrelated." - }, - { - "left": "issue:42175", - "right": "issue:45542", - "accept": false, - "reason": "Both mention TensorFlow/backends, but one is a packaging-extra complaint and the other is a runtime undefined-backend error; not clearly the same bug." + "reason": "Whisper runtime failure is unrelated to the missing float8 storage type." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity regression on GPT-OSS and Whisper batch_decode skip_special_tokens behavior are unrelated." + "reason": "High perplexity on GPT-OSS and Whisper `batch_decode` skipping behavior are different bugs." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and remote_code loading regressions are different failures." + "reason": "Compiled flex_attention on new torch versions is not the same as broad `remote_code` loading regressions." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma-4 FSDP2 shared-kv-state rebuilding are unrelated implementation bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall: the main v5 custom-init/loading cluster is supported by the titles, and the two accepted subclusters (45216/45357 and 44479/45325) look like the same bugfix family rather than separate issues. The soft-edge rejections are conservative and don\u2019t overclaim identity from similarity alone." + "feedback": "Grounded and conservative overall. The Qwen3.5 `save_pretrained` pair is the only clearly supported duplicate, and the other soft-edge rejections stay within the evidence in the packet without overclaiming." }, "evaluator_used": true, "retried": false, @@ -3252,7 +3189,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 10, "review_unit_count": 49, "status": "reviewed", @@ -3306,258 +3243,243 @@ "issue:45479", "issue:45491", "issue:45538", - "issue:45663", + "issue:45542", "issue:45812", "issue:45834", "issue:45923" ], "soft_pairs": [ - "issue:44079|issue:45663", + "issue:42175|issue:45542", "issue:44403|issue:44991", "issue:41553|issue:43582", - "issue:43421|issue:44568", "issue:33666|issue:40444", - "issue:44462|issue:45812", + "issue:43421|issue:44568", "issue:43818|issue:45357", - "issue:44829|issue:45479", + "issue:44291|issue:44589", + "issue:44462|issue:45812", + "issue:35707|issue:40444", "issue:43482|issue:45538", "issue:43317|issue:43856", - "issue:35707|issue:40444", - "issue:44291|issue:44589", "issue:43381|issue:45923", + "issue:44829|issue:45479", "issue:43482|issue:43525", "issue:44079|issue:44534", - "issue:43377|issue:45491", "issue:43531|issue:44291", + "issue:43377|issue:45491", "issue:41720|issue:45081", "issue:43749|issue:44079", "issue:40444|issue:45381", "issue:43644|issue:44079", "issue:44265|issue:45072", - "issue:43632|issue:45072", "issue:42175|issue:43296", + "issue:43632|issue:45072", "issue:45325|issue:45381", - "issue:43611|issue:43646", "issue:43792|issue:43957", + "issue:43611|issue:43646", "issue:43994|issue:44898", "issue:45325|issue:45834" ], - "prepared_review_unit_hash": "643939d9cdc5ba5b4775cd1ea5dbae9feec9752c7c57cb4c2f4177bc1feb4ef0", + "prepared_review_unit_hash": "41c8d117e73ab2825e997955b01f079f14e4ee9dc6c10e79ff265d217f18b962", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36602, - "estimated_input_tokens": 9151, - "estimated_eval_tokens": 18558 + "serialized_chars": 36555, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are distinct Transformers v5 regressions across loading, tokenization, multimodal position IDs, and training/runtime edge cases. No soft pair looks like a true duplicate, so all soft edges are rejected.", - "confidence": 0.74, - "canonical_issue_reason": "If one issue must anchor the cluster, 43611 is the closest umbrella: it\u2019s a broad Transformers v5 model-loading/init regression and is nearer to the other load/init failures than the specialized tokenizer or multimodal bugs.", + "summary": "The set is mostly a grab bag of unrelated issues. The only strong duplicate-like pair is the Qwen2.5-VL position-id regression pair; everything else is too broad or points to different code paths.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45325 is the clearest root-cause report: it names the specific Qwen2.5-VL `get_rope_index` position-id bug and is broad enough to cover the related video-position-id symptom.", "canonical_pr_reason": null, - "best_issue_reason": "43611 is the best representative of the dominant theme in this set: a generic v5 loading/init regression affecting model creation, which is the broadest and most central issue here.", + "best_issue_reason": "issue:45325 is the best representative issue because it is specific, actionable, and appears to subsume the closest soft-match companion issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:42175", + "right": "issue:45542", "accept": false, - "reason": "Different bugs: ModelOutput key assignment vs Gemma-4 FSDP2 shared_kv_states rebuild in attention." + "reason": "Both mention backend/install behavior around TensorFlow, but one is about missing TF in a torch extra while the other is about tensorboard-only installs; different failures and fixes." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Unrelated failures: noisy loading logs vs tokenizer loading regression for EMBEDDIA/est-roberta." + "reason": "Both concern tokenizer/model loading, but one is about noisy loading logs and the other is a tokenizer failure for a specific model; not the same bug." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "No overlap in code path: bad AutoTokenizer error messaging vs Apple Silicon caching_allocator_warmup TypeError." - }, - { - "left": "issue:43421", - "right": "issue:44568", - "accept": false, - "reason": "Both involve special tokens, but one is runtime post-processor sync and the other is add_special_tokens not inserting BOS/EOS; not the same bug." + "reason": "Completely different areas: tokenizer error messaging vs an Apple Silicon allocator TypeError." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Different Qwen2-VL/Qwen2.5-VL training failures with different triggers and inputs; not a duplicate." + "reason": "Both are Qwen VL training issues, but one is multi-GPU training and the other is iterable-dataset multi-image finetuning; different concrete problems." }, { - "left": "issue:44462", - "right": "issue:45812", + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "Both are AutoTokenizer regressions, but one ignores tokenizer.json while the other produces wrong token IDs for Granite models." + "reason": "Shared theme of special tokens, but one is about runtime post-processor updates and the other is a tokenizer-specific add_special_tokens regression; not clearly the same code-path bug." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different model-family bugs: Video-LLaVA tower weights/temporal attention vs Qwen3.5 save_pretrained key names." + "reason": "Different models and failures: Video-LLaVA tower weights/temporal attention versus Qwen3.5 save_pretrained key handling." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "Both are degenerate sequence-classification training reports, but one is tied to flash_attention_3 and the other to num_labels=1/problem_type handling." + "reason": "Both are transformers v5 loading issues, but one is about `_is_hf_initialized` during init-empty-weights loading and the other is a float8 storage lookup error; distinct root causes." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "Different areas entirely: Qwen2.5-GGUF loading vs CLIPTokenizer model_max_length handling." + "reason": "Both involve AutoTokenizer regressions, but one is about ignoring `tokenizer.json` and the other about wrong Granite token IDs; different behaviors and likely different fixes." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "Load/offload failure on device_map=auto vs Qwen3 MoE training memory inefficiency; not the same concrete bug." + "reason": "Unrelated generation bug versus a VL finetuning failure." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image IterableDataset failures." + "reason": "Qwen2.5-GGUF loading under transformers v5 is unrelated to CLIPTokenizer max-length behavior." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Both are loading-related v5 regressions, but one is an unexpected _is_hf_initialized argument and the other is a missing Float8 storage object." + "reason": "One is dequantized model offload loading, the other is MoE training memory usage; too far apart." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior is distinct from a missing supports_gradient_checkpointing flag on a trust_remote_code variant." + "reason": "One is eval-mode gradient checkpointing behavior, the other is a missing support flag on a trust_remote_code model; related area but different bug." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both can cause degenerate classification training, but the triggers are different: flash_attention_3 versus `num_labels=1`/problem_type handling." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Different model/config issues: Qwen2.5-GGUF load failure vs Llama4Config missing pad_token_id." + "reason": "Qwen2.5-GGUF loading failure and missing `pad_token_id` on Llama4Config are unrelated." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "Different internal regressions: ModelOutput key assignment vs non-persistent buffer initialization." - }, - { - "left": "issue:43377", - "right": "issue:45491", - "accept": false, - "reason": "Both are batching/masking problems, but they affect different models and different mechanisms (padding mask support vs sliding-window all-padding windows)." - }, - { - "left": "issue:43531", - "right": "issue:44291", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to init_empty_weights/_is_hf_initialized loading errors." - }, - { - "left": "issue:41720", - "right": "issue:45081", - "accept": false, - "reason": "Different subsystems: Qwen3 auto device mapping on A800 vs Mistral tokenizer regex patch crash." + "reason": "Different internal model behaviors: ModelOutput key assignment versus non-persistent buffer initialization." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM-efficient loading is a separate loading path from ModelOutput key assignment." + "reason": "FSDP CPU RAM loading and ModelOutput key assignment are unrelated." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL multimodal issues, but one is multi-image training input handling and the other is video vision_position_ids." + "reason": "Both are Qwen2.5-VL multimodal issues, but one is multi-image dataset finetuning and the other is video vision-position-id handling; not the same bug." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Distinct v5 regressions: non-persistent buffers being filled with junk is not the same as ModelOutput key assignment." + "reason": "One is about junk-filled non-persistent buffers in v5, the other about `ModelOutput` key assignment; different code paths." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export exportability issues are unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "torch.export/compilable-check failure is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:43632", - "right": "issue:45072", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "_is_hf_initialized breakage is a loading/init regression, while 45072 is a dtype mismatch during inference." + "reason": "TensorFlow backend packaging is unrelated to loading PaddleOCR-VL in vLLM." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:43632", + "right": "issue:45072", "accept": false, - "reason": "Packaging/dependency omission in pip install is unrelated to the PaddleOCR-VL load failure in vLLM." + "reason": "`_is_hf_initialized` regression and dtype mismatches are different issues." }, { "left": "issue:45325", "right": "issue:45381", - "accept": false, - "reason": "Related Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video vision_position_ids; not the same concrete failure." + "accept": true, + "reason": "Both report Qwen2.5-VL position-id/rope-index regressions in transformers 5.3.0 and look like symptoms of the same underlying multimodal position-index bug." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:43792", + "right": "issue:43957", "accept": false, - "reason": "Both are v5 init/loading regressions, but one is base_model_prefix loading and the other custom model initialization; too different to merge safely." + "reason": "Whisper runtime failure and meta-device model loading breakage are unrelated." }, { - "left": "issue:43792", - "right": "issue:43957", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "Whisper inference failure and torch.device(\"meta\") loading breakage are different bugs." + "reason": "Both are transformers v5 regressions in model loading/init, but one is about `base_model_prefix` handling and the other about custom model initialization; too broad to treat as one bug." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different model families and failure modes: SigLIP2 nonsense outputs vs Perceiver non-default resolution failure." + "reason": "Different vision-model failures: SigLIP2 nonsense outputs versus Perceiver non-default-resolution failure." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Both touch Qwen2.5-VL, but one is a specific rope-index scaling bug and the other is a long-OCR index error; not enough evidence of the same bug." + "reason": "Different models and mechanisms: Qwen2.5-VL rope-index scaling versus Kosmos2.5 OCR long-input index error." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the packet supports the broad conclusion that most pairs are unrelated, and the only plausible mergeable duplicate-style match is the Qwen2.5-VL position-id/rope-index pair. The non-matching verdicts are generally conservative, and the chosen representative issue is reasonable given the available evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 11, "review_unit_count": 49, "status": "reviewed", @@ -3588,6 +3510,7 @@ "issue:43572", "issue:43606", "issue:43701", + "issue:43720", "issue:43746", "issue:43819", "issue:43873", @@ -3596,17 +3519,16 @@ "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", @@ -3617,10 +3539,9 @@ "issue:46050" ], "soft_pairs": [ - "issue:42915|issue:43482", "issue:43454|issue:44466", + "issue:42915|issue:43482", "issue:43296|issue:45800", - "issue:44387|issue:44617", "issue:44479|issue:45823", "issue:43701|issue:45325", "issue:44291|issue:44877", @@ -3628,241 +3549,266 @@ "issue:43881|issue:44488", "issue:43262|issue:43746", "issue:43873|issue:45701", - "issue:44568|issue:45920", - "issue:34634|issue:35707", "issue:40990|issue:45584", - "issue:44186|issue:44265", + "issue:34634|issue:35707", + "issue:44568|issue:45920", "issue:35707|issue:41720", + "issue:44186|issue:44265", "issue:43606|issue:43819", "issue:41720|issue:45823", "issue:43454|issue:43550", "issue:43377|issue:44610", - "issue:43317|issue:43873", "issue:39692|issue:40444", + "issue:43317|issue:43873", "issue:43454|issue:45072", "issue:43572|issue:45759", - "issue:43377|issue:44898", "issue:43257|issue:45923", - "issue:43322|issue:46050", + "issue:43377|issue:44898", "issue:40990|issue:42947", - "issue:43526|issue:43883" + "issue:43322|issue:46050", + "issue:43526|issue:43883", + "issue:43454|issue:43720", + "issue:43296|issue:44877", + "issue:44466|issue:45357", + "issue:41720|issue:43322" ], - "prepared_review_unit_hash": "c9aba62c634d781729304c6dec86d10601d79cffb59d20725e399d5a0d8a0a49", + "prepared_review_unit_hash": "1949eb950b5596658bb640a05e8702dded7fdba55383b3307e98c11d5dd96586", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36524, - "estimated_input_tokens": 9131, - "estimated_eval_tokens": 18518 + "soft_pair_count": 32, + "serialized_chars": 37490, + "estimated_input_tokens": 9373, + "estimated_eval_tokens": 19002 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most pairs share only broad subsystem overlap (quantization, offloading, multimodal, tokenization, audio) but describe different concrete failures and code paths. No soft pair looks like a true duplicate or mergeable same-fix PR case.", - "confidence": 0.96, - "canonical_issue_reason": "issue:43873 is the broadest representative in the cluster: it\u2019s an open, actively discussed offloading/quantization bug with inbound references and sits near several nearby offload-related reports, even though the cluster overall is not a duplicate set.", + "summary": "The set is mostly a heterogeneous mix of unrelated model-loading, tokenizer, multimodal, and device/offload regressions. Only the offloading/quantization pair (43317 \u2194 43873) looks like a plausible duplicate; the rest are too model- or subsystem-specific to merge.", + "confidence": 0.42, + "canonical_issue_reason": "Issue 43873 is the broadest offloading/quantization regression and the clearest duplicate target, with the strongest overlap to 43317.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 best captures the most central recurring theme in the cluster (offloading with quantization) and has the strongest evidence of broader impact and follow-up activity.", + "best_issue_reason": "43873 is the most representative umbrella issue for the small offload/quantization subcluster and the best canonical choice among these candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42915", - "right": "issue:43482", - "accept": false, - "reason": "Different failures: Qwen3 MoE fine-grained FP8 config vs Qwen2.5-GGUF loading under transformers v5. Same broad model-loading area, but not the same bug or fix." - }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention tied weights/lm_head, but one is a runtime generation bug in AyaVisionConfig and the other is a serialization inconsistency in v5/main. Different code paths." + "reason": "Both involve tied weights, but one is a runtime config/tie issue and the other is save_pretrained serialization inconsistency; related theme, not the same bug." }, { - "left": "issue:43296", - "right": "issue:45800", + "left": "issue:42915", + "right": "issue:43482", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM/transformers 4.53.0 vs a torch 2.4.1 / transformers 5.8.0 incompatibility. Separate compatibility issues." + "reason": "Different models and failure modes: FineGrainedFP8Config vs GGUF loading under v5." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43296", + "right": "issue:45800", "accept": false, - "reason": "Both are OOM-related, but one is int4 CUDA reserved-memory growth in Transformers 5.x and the other is Sam3Video model OOM. Too generic to be the same bug." + "reason": "PaddleOCR-VL/vLLM load failure is unrelated to a torch 2.4.1 vs transformers 5.8 incompatibility report." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Both involve multimodal model/device behavior, but one is a video input regression across Qwen VL variants and the other is a PLE device mismatch during forward on Gemma4. Different failures." + "reason": "Both are model/runtime regressions, but one is a video-input bug and the other is a device_map forward mismatch on a different model family." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope index scaling. No shared code path." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/temporal position indexing." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "`init_empty_weights` unexpected argument error vs strict config blocking granite_speech config loading. Both are loading issues, but not the same defect." + "reason": "Both concern loading/config behavior in v5, but the root causes are distinct: _is_hf_initialized argument handling vs strict Granite speech config parsing." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch for suno/bark-small vs torch.export failing on `torch_compilable_check`. Different subsystems and fixes." + "reason": "CPU-offload device mismatch for Bark is unrelated to torch.export failures caused by torch_compilable_check." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Generic model loading failure for glm-4v-9b vs inability to load a specific BERT model. No evidence of the same underlying bug." + "reason": "Generic loading failures, but for different models and no shared concrete code path." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio processor chat-template sample rate default vs GraniteSpeech PEFT local checkpoint loading. Different audio/model-loading issues." + "reason": "Audio chat-template sampling-rate handling and PEFT checkpoint loading are separate bugs." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior vs tokenizer-version-dependent tokenization changes. Overlap is only that both are Transformers regressions." + "reason": "Offloading/quantization regression is unrelated to tokenization version changes." }, { - "left": "issue:44568", - "right": "issue:45920", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "mDeBERTa special-token handling vs broad AutoTokenizer wrong-token-ID regression across many models. Same area, but 45920 is a wider tokenizer regression, not the same concrete bug." + "reason": "High perplexity on gpt-oss is not the same as Whisper empty-transcription generation failure." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset issue and progressive generation with inputs_embeds/past_key_values are unrelated bugs." + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are different code paths." }, { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:44568", + "right": "issue:45920", "accept": false, - "reason": "High perplexity on gpt-oss-20b is a model/perplexity issue; Whisper empty transcription after align_special_tokens is a generation edge case. Different code paths." + "reason": "Both are tokenizer regressions, but they affect different APIs and model groups; not the same bug." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "LayoutLMv2Tokenizer crashes on NER/batching vs torch.export with torch_compilable_check. Both touch tooling, but not the same problem." + "reason": "Progressive generation bug is unrelated to Qwen3 auto device mapping cuda asserts." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:44186", + "right": "issue:44265", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values vs Qwen3 auto device mapping cudaErrorAssert. No meaningful overlap beyond generation/runtime failures." + "reason": "Tokenizer batching/padding crash is unrelated to torch.export/export-time checks." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Bark CPU offload device mismatch vs DAC.from_latents mismatch due to missing STE. Both are model-forward inconsistencies, but different models and root causes." + "reason": "Both are audio-related, but one is CPU offload/device mismatch and the other is DAC latent/STE behavior." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Qwen3 auto device-map cudaErrorAssert vs Gemma4 PLE device mismatch. Both are device-placement failures, but not the same code path or model family." + "reason": "Different model families and failure modes, both around device placement but not the same bug." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "AyaVision tied lm_head weights vs Bamba-9B-v2 torch.compile/SDPA failure. Different model internals and failure modes." + "reason": "Tied-weight generation/serialization bug is unrelated to Bamba SDPA/torch.compile failures." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI encoder batching/padding-mask bug vs OmDet-Turbo processor/model input-size mismatch. Both are processor/model alignment issues, but not the same defect." - }, - { - "left": "issue:43317", - "right": "issue:43873", - "accept": false, - "reason": "Dequantized model load failure with gpu+cpu offload is adjacent to offloading/quantization, but the reports describe different behaviors and scenarios; not clearly the same underlying bug." + "reason": "Padding-mask inconsistency in MIMI and OmDet-Turbo input-size mismatch are unrelated." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 docs example errors vs Qwen2.5-VL finetuning with iterable multi-image datasets. Both are multimodal, but unrelated concrete bugs." + "reason": "Documentation example errors and multi-image finetuning failures are different issues." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": true, + "reason": "These describe the same offloading/quantization failure path: device_map auto loading of quantized/dequantized models does not work as expected." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "AyaVision lm_head tying bug vs bfloat16 dtype mismatches in CI for SwitchTransformers/TimmWrapperModel. Different issues." + "reason": "Tied-weight handling is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig vs AutoModelForCausalLM.from_config not unwrapping text_config for composite Qwen multimodal configs. Both are config-related, but not the same bug." + "reason": "Missing pad_token_idx after v5 update is not the same as failing to unwrap text_config for composite multimodal configs." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Accelerate+deepspeed weight conversion failure is unrelated to a missing supports_gradient_checkpointing flag." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI padding-mask batch discrepancy vs Perceiver image classification failing at non-default resolution. Different model families and failures." + "reason": "Missing padding-mask support and non-default resolution interpolation are distinct issues." }, { - "left": "issue:43257", - "right": "issue:45923", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "Qwen3 MoE loading with accelerate+deepspeed vs missing supports_gradient_checkpointing on a trust_remote_code variant. Both involve Qwen/Nemotron model plumbing, but not the same issue." + "reason": "Perplexity regression on gpt-oss is unrelated to gradient checkpointing with PEFT LoRA." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next segmentation fault on load vs sinq quantized model save/load breakage. Different failure class and lifecycle stage." + "reason": "Llava Next loading segfault and sinq save/load quantization breakage are different failure modes." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "High perplexity evaluation issue vs gradient checkpointing ineffective with PEFT LoRA. No shared bug mechanism." + "reason": "reduce_labels behavior in BeitImageProcessorFast is unrelated to Molmo tied-weights metadata missing." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision tied weights and BitNet packed-weight unpacking are separate bugs." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL loading failure and strict config rejection for granite_speech are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both mention save_pretrained serialization, but one is tied lm_head serialization and the other is incorrect visual encoder keys; not the same concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug vs Molmo missing all_tied_weights_keys AttributeError. Unrelated processor vs model attribute issue." + "reason": "Qwen3 device-map cuda assert and Llava Next segfault are different model-loading failures." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft-edge pair (43317 \u2194 43873) is well supported by the titles/body themes around quantized offloading/device_map, while the other rejections avoid overmerging more loosely related model- or subsystem-specific issues. Canonical choice of 43873 is reasonable as the broader umbrella issue." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 12, "review_unit_count": 49, "status": "reviewed", @@ -3872,20 +3818,20 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ + "issue:36010", "issue:36331", "issue:40990", "issue:41720", "issue:42617", "issue:42915", "issue:43295", - "issue:43296", "issue:43317", - "issue:43322", "issue:43404", "issue:43450", - "issue:43454", "issue:43526", + "issue:43531", "issue:43550", + "issue:43572", "issue:43577", "issue:43606", "issue:43708", @@ -3897,7 +3843,6 @@ "issue:44186", "issue:44387", "issue:44423", - "issue:44466", "issue:44479", "issue:44534", "issue:44610", @@ -3922,266 +3867,246 @@ "issue:45823" ], "soft_pairs": [ - "issue:43454|issue:43720", - "issue:44466|issue:45357", - "issue:43296|issue:44877", - "issue:41720|issue:43322", - "issue:43749|issue:44534", "issue:43881|issue:44991", + "issue:43749|issue:44534", "issue:41720|issue:44977", "issue:42617|issue:42915", "issue:44008|issue:45823", "issue:40990|issue:45701", "issue:43404|issue:45357", - "issue:44186|issue:45072", "issue:43577|issue:43708", "issue:44387|issue:45704", "issue:44877|issue:44991", + "issue:44186|issue:45072", "issue:36331|issue:42617", - "issue:43873|issue:44756", "issue:36331|issue:42915", - "issue:44423|issue:45406", - "issue:45632|issue:45684", + "issue:43873|issue:44756", "issue:43450|issue:45701", "issue:43550|issue:43720", + "issue:44423|issue:45406", + "issue:45632|issue:45684", "issue:41720|issue:42617", "issue:44479|issue:44918", - "issue:44610|issue:44898", "issue:44186|issue:44610", "issue:43550|issue:43606", + "issue:44610|issue:44898", "issue:42915|issue:43317", "issue:43295|issue:45701", "issue:41720|issue:45161", "issue:44671|issue:44743", "issue:43526|issue:43881", + "issue:43531|issue:43572", + "issue:36010|issue:42617", "issue:45081|issue:45812" ], - "prepared_review_unit_hash": "122c752f4c223b2f07b7de5d0102ff91fe3a89bdee350a7f64293d586cecf754", + "prepared_review_unit_hash": "3e3ec6c7fb33027d26f21d8e7acd68d8650159c8821e2865343400b7039b7ced", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37813, - "estimated_input_tokens": 9454, - "estimated_eval_tokens": 19164 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36553, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a loose set of mostly unrelated Transformers issues; despite some superficial keyword overlap around loading, offloading, tokenizers, and multimodal models, none of the soft pairs look like true duplicates. I\u2019d anchor the cluster on the broad offloading/quantization report.", - "confidence": 0.9, - "canonical_issue_reason": "issue:43873 is the broadest and most central report in the set: it is open, has the most discussion/inbound references, and covers a general offloading/quantization failure mode that can absorb nearby loading/offload regressions.", + "summary": "These soft-similarity matches are mostly false positives: they span different models, subsystems, and failure modes (loading, tokenization, quantization, trainer logic, multimodal processors). None of the candidate pairs looks like the same underlying bug or fix, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43873 is the broadest and most central runtime-loading/offloading regression in the set, with multiple references and active discussion, so it is the best issue to anchor this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative issue for the cluster because it is broad, active, and likely to attract related offloading/quantization follow-ups.", + "best_issue_reason": "issue:43873 is the most representative open issue here because it captures the widest cross-cutting theme (offloading/quantization/device placement) and has the strongest triage activity.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43454", - "right": "issue:43720", - "accept": false, - "reason": "Different bugs: tied lm_head weights in AyaVision vs unpacking packed BitNet weights during accelerate loading." - }, - { - "left": "issue:44466", - "right": "issue:45357", - "accept": false, - "reason": "Both mention lm_head/serialization, but one is a device-dependent save_pretrained inconsistency and the other is incorrect visual encoder keys in Qwen3.5." - }, - { - "left": "issue:43296", - "right": "issue:44877", - "accept": false, - "reason": "Different failure surfaces: PaddleOCR-VL load failure in vLLM vs strict config blocking granite_speech config loading." - }, - { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Different symptoms and models: cuda assert with Qwen3 auto device mapping vs Llava Next segmentation fault." + "reason": "Different problems: a model loading failure versus a tokenizer-loading regression for a specific repo." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "Both are loading-related, but one is an FSDP CPU RAM efficient loading regression and the other is a v5 non-persistent buffer corruption issue." - }, - { - "left": "issue:43881", - "right": "issue:44991", - "accept": false, - "reason": "Different components: glm-4v-9b model loading vs tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Different symptoms and code paths: FSDP CPU RAM-efficient loading versus non-persistent buffer initialization." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Same model family, but different concrete bug: device-map CUDA assert vs flash-attention generation regression." + "reason": "Different bugs: auto device mapping cuda assert versus flash-attention generation failure." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "Unrelated issues: a 3d_parallel.py runtime failure vs Qwen3Moe failing with FineGrainedFP8Config." + "reason": "Unrelated failures: a 3d_parallel.py run issue versus a Qwen3-MoE FP8 config problem." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma-related, but one is a variable-name collision in forward() and the other is a device-mismatch in PLE forwarding." + "reason": "Different models and root causes: Gemma3n forward variable collision versus Gemma4 device mismatch." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on gpt-oss-20b is not the same as a transformers-version tokenization change." + "reason": "One is a perplexity-quality anomaly, the other is a tokenization regression; not the same concrete bug." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Both concern model weights, but one is untied lm_head weights in Mistral3 and the other is incorrect visual encoder keys on save_pretrained." - }, - { - "left": "issue:44186", - "right": "issue:45072", - "accept": false, - "reason": "Tokenizer crashes on NER/padding are unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel inference." + "reason": "Different model families and fixes: Mistral3 weight tying versus Qwen3.5 save_pretrained key handling." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Different areas: BLIP2 dtype propagation vs trainer resume_from_checkpoint max_steps calculation." + "reason": "BLIP2 dtype propagation and Trainer resume/max_steps logic are separate layers of the stack." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Distinct memory problems: int4 quantization reserved-memory OOM vs apex FusedRMSNorm memory leak." + "reason": "Both mention memory, but one is int4 quantization OOM and the other is an apex RMSNorm leak in T5." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Different loading paths: strict config rejection vs tokenizer failure for a specific Roberta model." + "reason": "Strict config rejection for granite_speech is unrelated to EMBEDDIA tokenizer loading failure." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Training API signature error vs 3d_parallel.py execution failure are unrelated." + "reason": "Different subsystems: LayoutLMv2 tokenizer padding/NER crash versus dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "Both mention memory/offload, but one is quantization offloading broken and the other is mmap causing OOM on Strix Halo." + "reason": "compute_loss signature regression is unrelated to the 3d_parallel.py failure." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Different problems: custom trainer compute_loss signature mismatch vs Qwen3Moe fine-grained FP8 loading failure." - }, - { - "left": "issue:44423", - "right": "issue:45406", - "accept": false, - "reason": "Both affect serve, but one is a continuous-batching multimodal crash and the other is a Gemma4Processor missing _tokenizer attribute." + "reason": "Trainer API signature break and Qwen3-MoE FP8 loading issue do not share the same underlying fix." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "Unrelated save/cache bugs: trust_remote_code cache-path collision vs read-only permission propagation in save_pretrained." + "reason": "Related broad area, but different concrete problems: quantization offloading behavior versus mmap OOM on Strix Halo." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video batch-shape regression is unrelated to transformers-version tokenization differences." + "reason": "Batched video processor shape bug versus a tokenization-version regression are not the same issue." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Both are model loading/execution issues, but one is torch.compile+SDPA on Bamba and the other is BitNet packed-weight loading." + "reason": "torch.compile/SDPA behavior and packed-weight unpacking during accelerate loading are separate bugs." }, { - "left": "issue:41720", - "right": "issue:42617", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "Different failures: Qwen3 device-map CUDA assert vs inability to run 3d_parallel.py." + "reason": "Continuous-batching multimodal crash from str.to versus Gemma4Processor missing _tokenizer are different failure modes." }, { - "left": "issue:44479", - "right": "issue:44918", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "Both involve Qwen3.5, but one is a video-input regression and the other is TRL SFT embedding unpacking." + "reason": "Cache-path collisions for trust_remote_code are unrelated to read-only permission propagation in save_pretrained." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime issues: Qwen3 auto device mapping assert versus GPT-OSS MoE tensor-parallel behavior." + }, + { + "left": "issue:44479", + "right": "issue:44918", "accept": false, - "reason": "Both are image size/preprocessing complaints, but they involve different models and different expected resolutions/mechanisms." + "reason": "Video-input regression and TRL SFT embedding unpacking are distinct code paths." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer padding/truncation crashes are not the same bug as OmDet-Turbo producing the wrong image size." + "reason": "Tokenizer crash on NER/batched padding is unrelated to OmDet processor/model resolution mismatch." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Different device/runtime bugs: torch.compile with SDPA vs CPU-offload device mismatch in bark-small." + "reason": "torch.compile with SDPA and CPU offload device mismatch are different bugs." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both involve image sizing, but the OmDet processor resolution bug and Perceiver interpolate_pos_encoding failure are different model-specific issues." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Different loading failures: Qwen3Moe FineGrainedFP8Config vs dequantized model load with gpu+cpu offload." + "reason": "Qwen3-MoE FP8 config failure and dequantized model offload loading failure are separate mechanisms." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Regression in processor/tokenizer image handling is not the same as a version-dependent tokenization change." - }, - { - "left": "issue:41720", - "right": "issue:45161", - "accept": false, - "reason": "Different Qwen-OSS issues: auto device mapping on A800 vs tensor-parallel not working for GPT-OSS MoE." + "reason": "Processor.tokenizer/image-handling regression is not the same as a general tokenization-version change." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Separate model bugs: CamemBERT masked LM predictions vs Qwen3.5 recurrent state reset with cache." + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are unrelated." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "Unrelated processors/models: BeitImageProcessorFast reduce_labels bug vs glm-4v-9b loading failure." + "reason": "BEiT reduce_labels behavior and glm-4v-9b loading failure do not share a root cause." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug versus missing StableLmConfig pad_token_idx are separate issues." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Importing GenerationMixin and running 3d_parallel.py are unrelated failures." }, { "left": "issue:45081", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer-related, but they affect different models and different failure modes; not the same underlying bug." + "reason": "Mistral regex patch crash and Granite tokenizer wrong token IDs are different tokenizer bugs." } ] }, @@ -4195,7 +4120,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 13, "review_unit_count": 49, "status": "reviewed", @@ -4211,11 +4136,9 @@ "issue:34567", "issue:34634", "issue:35707", - "issue:36010", "issue:36032", "issue:41720", "issue:42490", - "issue:42617", "issue:42915", "issue:43316", "issue:43322", @@ -4225,7 +4148,6 @@ "issue:43531", "issue:43540", "issue:43550", - "issue:43572", "issue:43606", "issue:43653", "issue:43720", @@ -4233,6 +4155,7 @@ "issue:43782", "issue:43873", "issue:43927", + "issue:44077", "issue:44186", "issue:44361", "issue:44451", @@ -4240,12 +4163,14 @@ "issue:44509", "issue:44514", "issue:44545", + "issue:44589", "issue:44625", "issue:44898", "issue:44913", "issue:44991", "issue:45059", "issue:45072", + "issue:45381", "issue:45406", "issue:45464", "issue:45479", @@ -4255,234 +4180,247 @@ "issue:45812" ], "soft_pairs": [ - "issue:43531|issue:43572", - "issue:36010|issue:42617", "issue:43316|issue:44913", "issue:43540|issue:43782", "issue:42915|issue:43322", - "issue:43421|issue:45812", "issue:44186|issue:44361", + "issue:43421|issue:45812", "issue:43388|issue:45059", "issue:29159|issue:36032", "issue:45406|issue:45464", - "issue:33357|issue:35707", "issue:30064|issue:34634", - "issue:41720|issue:43746", - "issue:43421|issue:45701", + "issue:33357|issue:35707", "issue:43606|issue:43720", "issue:43550|issue:43653", - "issue:44492|issue:44509", + "issue:41720|issue:43746", + "issue:43421|issue:45701", "issue:43873|issue:45704", + "issue:44492|issue:44509", "issue:43606|issue:43653", "issue:43531|issue:45759", "issue:34634|issue:41720", "issue:42490|issue:43329", - "issue:44514|issue:44545", "issue:34567|issue:35707", - "issue:44625|issue:45479", + "issue:44514|issue:44545", "issue:43421|issue:43927", + "issue:44625|issue:45479", "issue:44451|issue:44991", - "issue:44898|issue:45072" + "issue:43531|issue:44589", + "issue:44898|issue:45072", + "issue:44077|issue:44625", + "issue:43782|issue:45381" ], - "prepared_review_unit_hash": "18616d84faa2811affa9e5e4159c6d91429f9c401f3286141fb0d8972bef3474", + "prepared_review_unit_hash": "f531f911e3e4a564a53b302d5bed4d0332d86fbe0bf6ba6a47a0b56ff58b308b", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36173, - "estimated_input_tokens": 9044, - "estimated_eval_tokens": 18344 + "soft_pair_count": 29, + "serialized_chars": 36513, + "estimated_input_tokens": 9129, + "estimated_eval_tokens": 18514 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated, model-specific issues. The only clear duplicate pair is issue:44514 and issue:44545, which have nearly identical titles and point to the same Qwen2_5_VLProcessor batched-input crash surface.", - "confidence": 0.86, - "canonical_issue_reason": "issue:44514 is the best canonical issue candidate based on the visible metadata: it has the clearer, more specific title for the shared Qwen2_5_VLProcessor.apply_chat_template batched-input crash when padding=False, and issue:44545 appears to be the same report in near-verbatim form.", + "summary": "The cluster is mostly a set of unrelated issue reports with only one clear duplicate pair: the two Qwen2_5_VLProcessor.apply_chat_template crashes. The rest are similar only at a broad subsystem/title level and should not be merged.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44545 is the clearest duplicate target for the Qwen2_5_VLProcessor.apply_chat_template padding=False crash and has slightly more references/activity than issue:44514.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the strongest global issue representative because it most clearly names the concrete failure mode and subsystem, and it is the closest match to its duplicate counterpart.", + "best_issue_reason": "issue:44545 is the best representative issue because it matches the exact duplicate report and appears to be the more central discussion thread for that bug.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43531", - "right": "issue:43572", - "accept": false, - "reason": "Both are tokenizer/config bugs, but they involve different models and different fields (sliding_window vs pad_token_idx), so they are not the same defect." - }, - { - "left": "issue:36010", - "right": "issue:42617", - "accept": false, - "reason": "GenerationMixin import failure and a 3d_parallel.py execution problem are different failure modes with no clear shared code path." - }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config inconsistencies, but they affect different models and different properties, so they do not look like one underlying bug." + "reason": "Both are config-related, but one is Gemma3TextConfig API drift and the other is GPTNeoX rotary_pct reload behavior; different bugs and fixes." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "These are both Qwen multimodal issues, but one is a video-input ValueError and the other is a from_pretrained weight_only error; different bug surfaces." + "reason": "Different Qwen multimodal loading failures with different models and error paths; not the same underlying bug." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 configuration failure and Llava Next segmentation fault are unrelated model-loading/runtime issues." + "reason": "Unrelated problems: FP8 config failure vs Llava Next segmentation fault." }, { - "left": "issue:43421", - "right": "issue:45812", + "left": "issue:44186", + "right": "issue:44361", "accept": false, - "reason": "Both involve tokenization, but one is runtime post-processor updates after special-token changes and the other is a tokenizer regression for Granite models; not the same concrete bug." + "reason": "Both tokenizer issues, but different models and failure modes (NER/padding crash vs AttributeError on tasks)." }, { - "left": "issue:44186", - "right": "issue:44361", + "left": "issue:43421", + "right": "issue:45812", "accept": false, - "reason": "Tokenizer crashes are too broad here; these affect different tokenizers and task flows without evidence of a shared code path." + "reason": "Runtime post-processor update bug is distinct from Granite tokenizer ID regression." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metrics label handling and SAM3 text/bounding-box behavior are unrelated problems." + "reason": "Training metric gathering bug is unrelated to SAM3 text/bbox behavior." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "A slow-vs-fast tokenizer inconsistency is not the same issue as the T5Tokenizer add_special_tokens AttributeError." + "reason": "Slow/fast tokenizer inconsistency is a different problem from T5 tokenizer load-time method conflict." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "These are different API paths: a serve-side processor attribute error versus a streaming chat/completions failure." - }, - { - "left": "issue:33357", - "right": "issue:35707", - "accept": false, - "reason": "A MacOS bus error in CLIP loading and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "Different runtime components and failures: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming inference failure." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation-map processing and BarkProcessor voice_preset behavior are different subsystems and bugs." - }, - { - "left": "issue:41720", - "right": "issue:43746", - "accept": false, - "reason": "Auto device mapping cudaErrorAssert and PEFT local-checkpoint loading are different failures." + "reason": "Image processor segmentation-map handling is unrelated to BarkProcessor voice_preset." }, { - "left": "issue:43421", - "right": "issue:45701", + "left": "issue:33357", + "right": "issue:35707", "accept": false, - "reason": "A runtime tokenizer backend sync bug and a broad version-related tokenization regression are not clearly the same issue." + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are distinct bugs." + "reason": "Both are loading/offload-adjacent, but one is CPU offload device mismatch and the other is packed-weight unpacking during accelerate loading." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to BigBirdTokenizer special-token registration." + "reason": "Different subsystems: torch.compile/SDPA model failure vs tokenizer special-token registration." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device mapping CUDA assert is unrelated to PEFT checkpoint loading." + }, + { + "left": "issue:43421", + "right": "issue:45701", "accept": false, - "reason": "A typo in cache-strategy docs and stale pipeline-task documentation are not the same problem." + "reason": "Both touch tokenizer behavior, but one is runtime special-token updates and the other is a broad version regression; not clearly the same bug." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior and a T5 apex FusedRMSNorm memory leak are different issues." + "reason": "Quantization/offloading behavior and T5 RMSNorm memory leak are different code-path problems." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo fix is not the same as stale docs for removed pipeline tasks." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Device mismatch during CPU offload and tokenizer special-token registration/decode output are unrelated." + "reason": "Device mismatch during CPU offload is unrelated to BigBirdTokenizer special-token decoding." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to text_config unwrapping in composite Qwen multimodal configs." + "reason": "Sliding-window behavior in Qwen3-MoE is distinct from from_config text_config unwrapping for Qwen multimodal configs." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping errors are different model-specific failures." + "reason": "BarkProcessor voice preset and Qwen3 auto device mapping failures are unrelated." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "A local-path import warning and undefined variables in multimodal token counting are different bugs." + "reason": "Trailing-slash path import warning is unrelated to multimodal token counting video-branch undefined names." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token accounting and progressive generation are unrelated." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "The titles are effectively the same and describe the same Qwen2_5_VLProcessor.apply_chat_template batched-input crash when padding=False." + "reason": "These are the same crash report: Qwen2_5_VLProcessor.apply_chat_template fails on batched input when padding=False." }, { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "Special-token post-processor updating is different from DiaConfig losing custom token IDs on save/load." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Config propagation in Qwen3.5 and a degenerate zero-loss bug across classification models are not the same concrete defect." + "reason": "Qwen3.5 num_labels propagation and single-label zero-loss classification are related to classification configs, but not the same concrete bug or fix." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "A model-loading failure for one checkpoint and a tokenizer-loading regression for another model are different issues." + "reason": "Both are tokenizer-loading regressions, but they affect different models and likely different failure causes." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window and Float8 storage lookup errors are unrelated." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver interpolation failure and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated model-specific bugs." + "reason": "Perceiver positional interpolation and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different issues." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Optional post_init policy and num_labels propagation are not the same bug." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL video vision_position_ids mismatch are different multimodal failures." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate call on issue:44514/44545 is well supported by the titles, but the reasoning slightly overreaches the packet by asserting that 44514 is \"reproducible\" and the clear canonical issue without body evidence. With only metadata/titles visible here, that should be stated more conservatively. The soft-edge rejections are mostly cautious, but the overall confidence and canonicality claim are a bit too strong for the evidence shown." + "accept": true, + "feedback": "The summary is well grounded in the packet: the duplicate pair between issue:44514 and issue:44545 is clearly supported by identical titles and the reference counts lean slightly toward 44545. The remaining soft-edge verdicts are appropriately conservative and do not overclaim equivalence from broad subsystem similarity alone." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -4490,7 +4428,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 14, "review_unit_count": 49, "status": "reviewed", @@ -4509,25 +4447,25 @@ "issue:43381", "issue:43421", "issue:43531", + "issue:43540", "issue:43596", + "issue:43618", "issue:43645", "issue:43653", + "issue:43697", "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", - "issue:44625", "issue:44661", "issue:44671", "issue:44843", @@ -4536,9 +4474,10 @@ "issue:44987", "issue:45042", "issue:45081", + "issue:45183", "issue:45356", "issue:45357", - "issue:45381", + "issue:45479", "issue:45588", "issue:45663", "issue:45704", @@ -4549,245 +4488,252 @@ "issue:46050" ], "soft_pairs": [ - "issue:43531|issue:44589", "issue:44987|issue:45042", - "issue:43782|issue:45381", - "issue:44077|issue:44625", "issue:45759|issue:45859", - "issue:44918|issue:44936", "issue:44062|issue:44451", "issue:44368|issue:45357", "issue:45588|issue:45759", - "issue:39692|issue:44610", + "issue:44918|issue:44936", "issue:45704|issue:45923", + "issue:39692|issue:44610", "issue:43746|issue:46050", "issue:43421|issue:43653", "issue:45663|issue:45923", "issue:42886|issue:44843", "issue:43381|issue:43844", - "issue:43421|issue:44186", "issue:43531|issue:43645", - "issue:43994|issue:44671", + "issue:43421|issue:44186", "issue:45704|issue:45859", + "issue:43994|issue:44671", "issue:41720|issue:45704", - "issue:45081|issue:45356", "issue:43596|issue:44220", + "issue:45081|issue:45356", "issue:43746|issue:43873", "issue:39692|issue:43873", - "issue:45356|issue:45907", "issue:40444|issue:43746", - "issue:44220|issue:44661", + "issue:45356|issue:45907", "issue:30064|issue:36010", - "issue:43720|issue:43819" + "issue:44220|issue:44661", + "issue:43720|issue:43819", + "issue:43540|issue:44008", + "issue:43653|issue:43720", + "issue:43618|issue:43697", + "issue:45183|issue:45479" ], - "prepared_review_unit_hash": "1ff08558b0fe80be4d5ee0fda49072cc508380642827cbcebd44802ba170d26c", + "prepared_review_unit_hash": "a41d7707c9bbd4c36be27a23db360b8efed0b16fd000fc6f7d3254b6bdfe1647", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36473, - "estimated_input_tokens": 9119, - "estimated_eval_tokens": 18494 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37514, + "estimated_input_tokens": 9379, + "estimated_eval_tokens": 19014 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are mostly topic-adjacent but not duplicate-level matches. They span unrelated tokenizer, multimodal, quantization, training, and config regressions, with no pair sharing the same concrete bug or code path closely enough to merge.", - "confidence": 0.83, - "canonical_issue_reason": "issue:42886 is the broadest representative of the tokenizer/offline-loading subtheme: it describes a clear user-visible failure, has decent discussion activity, and is more general than the narrower implementation-specific tokenizer reports.", + "summary": "This cluster is heterogeneous: the soft pairs are mostly title-similar but describe different bugs, models, or code paths. I do not see a defensible canonical issue/PR for deduplication here.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:42886 is the best anchor for this cluster because it is concrete yet broad, making it the most representative issue among otherwise disparate topics.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43531", - "right": "issue:44589", - "accept": false, - "reason": "Different failures in different paths: Qwen3-MoE sliding-window behavior vs a Float8 storage import/type error." - }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "One is a model-loading regression for a specific repo; the other is a PIL image processor dependency regression." - }, - { - "left": "issue:43782", - "right": "issue:45381", - "accept": false, - "reason": "Both involve Qwen VL models, but the bugs differ: weight_only loading vs wrong vision position ids for video input." - }, - { - "left": "issue:44077", - "right": "issue:44625", - "accept": false, - "reason": "Unrelated model/config issues: patchtsmixer post_init handling vs Qwen3.5 num_labels propagation." + "reason": "Different failures: loading `physical-intelligence/fast` vs PIL image processors requiring torchvision." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Different code paths: composite config unwrapping vs CPU-offload incompatibility in rotary embeddings." - }, - { - "left": "issue:44918", - "right": "issue:44936", - "accept": false, - "reason": "Trainer-related, but not the same bug: embedding unpacking in SFT vs evaluate() failing after train()." + "reason": "Both involve Qwen 3.5/3.6, but one is `from_config` text_config unwrapping and the other is CPU-offload rotary embedding support." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "Tokenizer-related, but one is an AddedToken argument error while the other is a model loading failure for ScandiBERT." + "reason": "Tokenizer constructor argument bug vs a model load failure for `vesteinn/ScandiBERT`; unrelated root causes." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about tie_word_embeddings is unrelated to incorrect visual encoder key saving." + "reason": "Warning about `tie_word_embeddings` is unrelated to incorrect visual encoder key saving." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention sink handling and multimodal config unwrapping are different bugs." + "reason": "Flash-attention `s_aux=None` crash is a different code path from Qwen multimodal config handling." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Both mention model/processor mismatches, but they affect different models and different failure modes." + "reason": "TRL SFT embedding unpacking bug vs `trainer.evaluate()` failing after `trainer.train()`; not the same issue." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "A memory leak in apex RMSNorm is unrelated to a missing gradient-checkpointing flag." + "reason": "Apex RMSNorm memory leak is unrelated to a missing `supports_gradient_checkpointing` flag." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-model issues, but one is a broken SigLIP2 docs example and the other is an OmDet-Turbo processor size mismatch." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Different load/save regressions in different mechanisms: PEFT local checkpoints vs sinq quantized round-trip." + "reason": "Local PEFT checkpoint loading vs quantized save/load corruption; different subsystems and fixes." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both concern special tokens, but one is runtime post-processor updates and the other is BigBird mask-token registration." + "reason": "Both touch tokenizer special tokens, but one is runtime post-processor updating and the other is BigBird mask token registration." }, { "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "Gemma-4 FSDP2 attention state reuse is unrelated to a model capability flag missing on trust_remote_code." + "reason": "Gemma-4 FSDP2 shared KV-state bug is unrelated to a missing gradient-checkpointing capability flag." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Related offline/tokenizer theme, but not the same concrete bug: generic cache loading failure vs a specific mistral-regex patch call path." + "reason": "Both mention offline/tokenizer loading, but one is cache loading and the other is an unconditional `model_info()` call in `_patch_mistral_regex`." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode is a different issue from abnormal gradient growth under ZeRO-3." - }, - { - "left": "issue:43421", - "right": "issue:44186", - "accept": false, - "reason": "Special-token post-processor behavior does not match a LayoutLMv2Tokenizer crash on NER padding/truncation." + "reason": "Eval-mode gradient checkpointing restriction vs abnormal gradient growth under ZeRO-3; different problems." }, { "left": "issue:43531", "right": "issue:43645", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to Jupyter custom-model initialization in Transformers 5.0." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to Jupyter notebook custom-model initialization." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Both are wrong-output regressions, but they affect different models and distinct prediction paths." + "reason": "Special-token post-processor update bug vs LayoutLMv2 NER/padding crash; not the same code path." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "A T5 RMSNorm memory leak is unrelated to CPU offload incompatibility in Qwen3_5 MoE rotary embedding." + "reason": "RMSNorm memory leak and CPU-offload rotary embedding are unrelated." }, { - "left": "issue:41720", - "right": "issue:45704", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "CUDA assert during Qwen3 auto device mapping is not the same bug as the T5 memory leak." + "reason": "SigLIP2 pipeline/model regression vs CamemBERT masked-LM prediction regression; different models and failure modes." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:41720", + "right": "issue:45704", "accept": false, - "reason": "Both touch fix_mistral_regex, but one crashes with AttributeError while the other reports codec-handling regression and a misleading warning." + "reason": "Qwen3 auto device-map CUDA assert is unrelated to T5/apex RMSNorm memory leak." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "BERT zero3 init IndexError and audio fbank feature extraction are unrelated." + "reason": "DeepSpeed ZeRO-3/BertModel indexing error vs `_torch_extract_fbank_features()` issue; unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regex/codec behavior, but one is a crash on `backend_tokenizer` access and the other is a Kimi tokenizer regression with misleading warnings." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Local checkpoint loading with PEFT is not the same as quantization offloading behavior." + "reason": "PEFT checkpoint loading and quantization offloading are different bug classes." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "A SigLIP2 doc/model mismatch and quantization failure is unrelated to offloading with quantization." + "reason": "SigLIP2 docs/model mismatch is unrelated to quantization offloading behavior." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "IterableDataset multi-image fine-tuning failure is unrelated to GraniteSpeech local checkpoint loading." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer codec/regression issues are unrelated to forwarding the revision argument in list_repo_files." + "reason": "Tokenizer codec regression vs `list_repo_files` missing `revision` forwarding in CI; unrelated." }, { - "left": "issue:40444", - "right": "issue:43746", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "Multi-image iterable dataset finetuning fails for Qwen2.5-VL; PEFT local checkpoint loading is a different problem." + "reason": "Void segmentation map processing and `GenerationMixin` import failure are completely unrelated." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction and add-new-model-like mapping logic are different subsystems and bugs." + "reason": "Audio fbank extraction bug vs `add-new-model-like` mapping failure; different areas." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:43720", + "right": "issue:43819", "accept": false, - "reason": "Image-processor void segmentation maps and a GenerationMixin import error have no common code path." + "reason": "BitNet packed-weight loading bug vs DAC latent forward mismatch; not the same defect." }, { - "left": "issue:43720", - "right": "issue:43819", + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation error vs Gemma 3n variable-name collision; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token registration and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression vs RTDetrV2 output differences; different models and code paths." + }, + { + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "BitNet packed-weight loading and DAC latent reconstruction/STE behavior are unrelated." + "reason": "Input validation error messaging vs degenerate zero-loss classification behavior; unrelated." } ] }, @@ -4801,7 +4747,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 15, "review_unit_count": 49, "status": "reviewed", @@ -4824,12 +4770,11 @@ "issue:43540", "issue:43550", "issue:43577", - "issue:43618", "issue:43643", + "issue:43644", "issue:43653", - "issue:43697", "issue:43716", - "issue:43720", + "issue:43749", "issue:43756", "issue:43782", "issue:43818", @@ -4838,8 +4783,10 @@ "issue:44008", "issue:44062", "issue:44186", + "issue:44442", "issue:44448", "issue:44488", + "issue:44561", "issue:44671", "issue:44811", "issue:44821", @@ -4848,236 +4795,236 @@ "issue:44898", "issue:44977", "issue:44991", + "issue:45020", "issue:45072", "issue:45081", "issue:45084", - "issue:45183", "issue:45381", - "issue:45479", + "issue:45584", "issue:45685", "issue:45834", "issue:45987", "issue:46032" ], "soft_pairs": [ - "issue:43540|issue:44008", - "issue:43653|issue:43720", - "issue:43618|issue:43697", - "issue:45183|issue:45479", - "issue:43388|issue:46032", "issue:43550|issue:45072", + "issue:43388|issue:46032", "issue:43716|issue:44008", + "issue:43550|issue:43819", "issue:43295|issue:45834", "issue:44062|issue:44488", - "issue:43550|issue:43819", "issue:43335|issue:43756", "issue:43322|issue:45685", "issue:43950|issue:45987", "issue:44186|issue:44898", - "issue:44843|issue:45081", "issue:43653|issue:43819", "issue:43531|issue:43643", + "issue:44843|issue:45081", "issue:43643|issue:44877", "issue:43540|issue:45381", "issue:44448|issue:44671", - "issue:43577|issue:43818", "issue:30064|issue:36331", - "issue:43421|issue:44811", + "issue:43577|issue:43818", "issue:43782|issue:44977", "issue:44821|issue:45084", + "issue:43421|issue:44811", "issue:41720|issue:44991", - "issue:39692|issue:45834" + "issue:39692|issue:45834", + "issue:45584|issue:45834", + "issue:44561|issue:45020", + "issue:43644|issue:43749", + "issue:44186|issue:44442" ], - "prepared_review_unit_hash": "e411b3b124260044dd9bf24b1b5e948f49c46161d9d7b1d1175cf65e03466ab9", + "prepared_review_unit_hash": "61669612929705b057dab6433502b671f171fabf16097316c802dc2917a5c8cc", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35676, - "estimated_input_tokens": 8919, - "estimated_eval_tokens": 18094 + "serialized_chars": 36049, + "estimated_input_tokens": 9013, + "estimated_eval_tokens": 18282 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate cluster emerges here: the soft pairs span unrelated tokenizer, vision, training, cache, and model-loading regressions. All proposed pairings should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits this set; the items are heterogeneous and the soft pairs do not describe the same underlying defect.", - "canonical_pr_reason": "No pull requests are present in the provided cluster.", - "best_issue_reason": "No global best issue: each issue is model- or component-specific, so none cleanly represents the others as a duplicate anchor.", - "best_pr_reason": "No pull requests are present in the provided cluster.", + "summary": "This set is highly heterogeneous: the soft-similarity pairs span unrelated regressions across tokenizers, vision models, MoE/cache behavior, config loading, and training utilities. I reject all soft edges as non-duplicates. If a representative issue must be chosen, I\u2019d use a broad, well-scoped regression report rather than any of the model-specific bugs.", + "confidence": 0.92, + "canonical_issue_reason": "No strong canonical issue exists because the cluster is not a true duplicate set. If forced to pick a representative, issue:43950 is the cleanest standalone regression report (specific transformers 5.x non-persistent buffer corruption) and is more structurally useful than the model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best overall anchor only as a representative regression bug: it is concrete, reproducible, and broadly relevant. It is not actually a duplicate of the other items, so this is a triage convenience choice, not a merge judgment.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43540", - "right": "issue:44008", - "accept": false, - "reason": "Different multimodal failure modes: Qwen3OmniMoe video processing vs a Gemma3n forward variable-name collision." - }, - { - "left": "issue:43653", - "right": "issue:43720", - "accept": false, - "reason": "Unrelated code paths: tokenizer special-token registration vs BitNet packed-weight loading in accelerate." - }, - { - "left": "issue:43618", - "right": "issue:43697", - "accept": false, - "reason": "Both are v5 regressions, but one is CLIP output field assignment and the other is RTDetr output divergence." - }, - { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "Different bug classes: validation/error-message logic vs an actual zero-loss classification bug." + "reason": "Different models and failures: Bamba torch.compile/SDPA vs SwitchTransformers/TimmWrapper bfloat16 dtype mismatch." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Different runtime areas: distributed metric gathering vs Mamba2 cache correctness with seq_len > 1." + "reason": "Different code paths: gather_for_metrics last-batch label trimming vs Mamba2Mixer use_cache correctness." }, { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Separate failures: torch.compile+SDPA behavior vs dtype mismatch during bfloat16 inference." + "reason": "Different model bugs: Mistral image preprocessor dtype mismatch vs Gemma3n variable-name collision in forward()." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "Different root causes: image preprocessor/model dtype mismatch vs an AttributeError from a forward variable collision." + "reason": "Different issues entirely: torch.compile/SDPA on Bamba vs DAC.from_latents vs forward-pass mismatch." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Different surfaces: processor/tokenizer regression vs a long-OCR index error in Kosmos2.5." + "reason": "Different products and symptoms: processor.tokenizer/images regression vs Kosmos2.5 long-OCR index error." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "One is an AddedToken argument collision; the other is a tokenizer load failure for a specific model." - }, - { - "left": "issue:43550", - "right": "issue:43819", - "accept": false, - "reason": "Not the same bug: compile/SDPA failure vs DAC latent decoding not matching forward pass." + "reason": "Different tokenizer bugs: AddedToken special-kw conflict vs failure to load a specific tokenizer model." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Different model-specific configuration mistakes: sparse-layer creation vs RoPE-layer count mismatch." + "reason": "Different architecture bugs: sparse-layer creation in SwitchTransformers vs Smollm3 RoPE layer dropping." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Completely different domains: Llava Next load crash vs an MPS histogram/int type error in moe code." + "reason": "Different runtime failures: Llava Next load segfault vs MPS histogram not implemented for Int." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "Unrelated issues: corrupted non-persistent buffers on load vs return-type contract mismatch in StaticCache." + "reason": "Different regressions: non-persistent buffer corruption vs StaticCache.get_seq_length return-type contract." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Tokenizer/padding crash vs image-classification interpolation failure; same broad area, different defects." - }, - { - "left": "issue:44843", - "right": "issue:45081", - "accept": false, - "reason": "Same helper name appears, but one is offline model_info access and the other is a backend_tokenizer AttributeError." + "reason": "Different subsystems: LayoutLMv2Tokenizer NER/padding crash vs Perceiver non-default-resolution image classification." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token handling is unrelated to DAC from_latents / STE matching." + "reason": "Unrelated bugs: BigBirdTokenizer special-token decode issue vs DAC latent conversion mismatch." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and AutoConfig trust_remote_code field loss are unrelated bugs." + "reason": "Different paths: Qwen3-MoE sliding_window behavior vs trust_remote_code AutoConfig missing fields." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch Mistral regex handling, but one is an offline model_info call and the other is a tokenizer attribute crash; not the same bug." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both concern config loading, but one is missing fields from trust_remote_code and the other is strict config rejection of granite_speech." + "reason": "Both are config-loading problems, but one is missing fields with trust_remote_code and the other is strict config rejection for granite_speech." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Different multimodal issues: video input processing vs wrong vision_position_ids in qwen2.5-vl." + "reason": "Same broad family (Qwen multimodal video), but different models and distinct defects: video input ValueError vs vision_position_ids mismatch." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v4/v5 output regressions, but they affect different models and different inference paths." - }, - { - "left": "issue:43577", - "right": "issue:43818", - "accept": false, - "reason": "One is dtype propagation in Blip2; the other is a Video-LLaVA architecture/loading issue." + "reason": "Different model behavior regressions: Pegasus v4/v5 output differences vs CamemBERT masked LM predictions." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image segmentation-map processing and CustomTrainer compute_loss argument handling are unrelated." + "reason": "Completely unrelated: image processor void segmentation maps vs CustomTrainer.compute_loss unexpected kwarg." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Tokenizer post-processor updates and Whisper batch_decode skip_special_tokens are different tokenizer behaviors." + "reason": "Different bugs: Blip2 dtype propagation vs Video-LLaVA temporal attention/weight-sharing issue." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only loading error vs flash-attention generation bug in Qwen3.5; different failure points." + "reason": "Different Qwen issues: weight_only loading error vs flash-attention generation failure." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + "reason": "Different areas: AutoImageProcessor URL loading vs template-node compilation TypeError." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both involve tokenizers/processing, but one is post-processor updates for special tokens and the other is Whisper batch_decode skip_special_tokens behavior." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "CUDA assert in Qwen3 auto device mapping is not the same defect as tokenizer loading for est-roberta." + "reason": "Different failures: Qwen3 auto device-mapping cuda assert vs tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 documentation errors and Kosmos2.5 OCR index errors are different issues." + "reason": "Different bug classes: documentation/example errors for SigLIP2 vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Different models and symptoms: Whisper empty transcription after align_special_tokens vs Kosmos2.5 long-input index error." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Related only at a very high level (remote_code regressions), but not the same concrete code-path or fix." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Different regressions: corrupted non-persistent buffers vs FSDP_CPU_RAM_EFFICIENT_LOADING broken." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer bugs: LayoutLMv2 NER/padding crash vs AutoTokenizer failing to load a specific tokenizer class." } ] }, @@ -5091,7 +5038,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 16, "review_unit_count": 49, "status": "reviewed", @@ -5108,14 +5055,16 @@ "issue:36331", "issue:42175", "issue:43262", + "issue:43329", "issue:43526", "issue:43577", "issue:43582", "issue:43606", - "issue:43644", "issue:43650", + "issue:43653", "issue:43697", "issue:43720", + "issue:43742", "issue:43749", "issue:43782", "issue:43819", @@ -5124,19 +5073,17 @@ "issue:43906", "issue:43994", "issue:44060", - "issue:44186", "issue:44291", "issue:44368", - "issue:44442", "issue:44479", "issue:44485", "issue:44509", "issue:44554", - "issue:44561", "issue:44610", "issue:44671", "issue:44805", "issue:44857", + "issue:44912", "issue:44936", "issue:45020", "issue:45072", @@ -5145,253 +5092,243 @@ "issue:45325", "issue:45406", "issue:45538", - "issue:45584", + "issue:45600", "issue:45701", "issue:45834" ], "soft_pairs": [ - "issue:44561|issue:45020", - "issue:45584|issue:45834", - "issue:44485|issue:44509", "issue:43577|issue:43582", - "issue:43644|issue:43749", - "issue:44186|issue:44442", - "issue:44805|issue:44936", + "issue:44485|issue:44509", "issue:44479|issue:45834", - "issue:43825|issue:43994", "issue:43606|issue:45072", - "issue:43825|issue:43827", + "issue:43825|issue:43994", + "issue:44805|issue:44936", "issue:34634|issue:36010", + "issue:43825|issue:43827", "issue:44671|issue:45701", "issue:28218|issue:29159", "issue:44610|issue:45072", "issue:43720|issue:45072", "issue:43782|issue:45325", "issue:42175|issue:45081", - "issue:43749|issue:44291", "issue:43582|issue:44857", + "issue:43749|issue:44291", "issue:45081|issue:45406", "issue:43650|issue:43906", "issue:43262|issue:43819", "issue:43526|issue:43697", "issue:44060|issue:44368", "issue:34634|issue:36331", + "issue:45084|issue:45538", + "issue:43653|issue:44912", + "issue:43742|issue:45020", "issue:43526|issue:44554", - "issue:45084|issue:45538" + "issue:43329|issue:45600" ], - "prepared_review_unit_hash": "4b8ab5bb968b2941bd0b6f7a88c8b2d5f854d9e4338d089bf84613ed476c8d93", + "prepared_review_unit_hash": "73f2ea53d6f76650fcd3723334a4497ed8bb5cdb6fe158222d37c9477e1fae31", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35699, - "estimated_input_tokens": 8925, - "estimated_eval_tokens": 18106 + "soft_pair_count": 27, + "serialized_chars": 35507, + "estimated_input_tokens": 8877, + "estimated_eval_tokens": 18010 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Almost all pairs describe different models, subsystems, or failure modes. The only likely duplicate is the tokenizer added-token spacing report versus the slow/fast tokenizer inconsistency report.", - "confidence": 0.71, - "canonical_issue_reason": "issue:28218 is the most concrete, reproducible tokenizer bug and best captures the likely duplicate with 29159.", + "summary": "The soft pairs are thematically related but do not describe the same underlying bug or change, so all should be rejected. No PRs are present in the set.", + "confidence": 0.73, + "canonical_issue_reason": "There is no single true duplicate cluster here; if one issue must serve as an anchor, issue:43825 is the clearest concrete, self-contained report and the best representative of a narrow bug subtheme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:28218 is the clearest canonical target: specific symptom, easy to reproduce, and more precise than the broader inconsistency report.", + "best_issue_reason": "issue:43825 is the most actionable and specifically scoped issue in the bundle, with a clear user-facing failure mode and a nearby documentation follow-up (43827) that is related but not the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44561", - "right": "issue:45020", - "accept": false, - "reason": "Related remote_code breakage, but 45020 is a broad umbrella report while 44561 is one specific missing-utility failure; not the same concrete bug." - }, - { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "Whisper empty-transcription failure and Kosmos2.5 long-OCR index error are unrelated models and code paths." + "reason": "Different failure modes: Blip2 dtype persistence vs AppleSilicon warmup TypeError; unrelated code paths." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "RoPE implementation discussion vs docs still mentioning removed pipeline tasks; different issues." + "reason": "One is a RoPE implementation discussion, the other is docs still mentioning removed pipelines; not the same bug." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Blip2 dtype loading bug and Apple Silicon allocator TypeError are unrelated." + "reason": "Both involve video/vision input, but the affected models and root causes differ: v5.3.0 video regression vs Kosmos2.5 OCR long-input index error." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "Both concern loading, but one is non-persistent buffers in v5 and the other is FSDP CPU RAM efficient loading; different bugs." + "reason": "Different model-specific issues: Bark CPU offload device mismatch vs dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "Different tokenizer failures on different models; no shared concrete code path." + "reason": "Pipeline error message text about translation support is unrelated to SigLIP2 producing bad outputs with AutoModel/pipeline." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask/index shape error and trainer.evaluate() failing after train are different failure modes." + "reason": "A generic mask shape IndexError is not the same as trainer.evaluate() failing after train(); different subsystems and symptoms." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "Video-input regression for Qwen VL models vs Kosmos2.5 OCR long-input error are unrelated." + "reason": "BarkProcessor voice_preset failing is unrelated to the GenerationMixin import error." }, { "left": "issue:43825", - "right": "issue:43994", + "right": "issue:43827", "accept": false, - "reason": "One is a wrong error message about pipeline support; the other is bad SigLIP2 outputs. Same API surface, different bug." + "reason": "One is a runtime error message bug; the other is documentation drift. Related area, but not the same underlying bug." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "Bark CPU offload device mismatch and dtype mismatches in different models are unrelated." + "reason": "CamemBERT masked-LM regressions and general tokenization changes are different problems." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:28218", + "right": "issue:29159", "accept": false, - "reason": "Both mention removed pipeline tasks, but one is runtime messaging and the other is documentation cleanup." - }, - { - "left": "issue:34634", - "right": "issue:36010", - "accept": false, - "reason": "BarkProcessor voice_preset bug and GenerationMixin import error are unrelated." - }, - { - "left": "issue:44671", - "right": "issue:45701", - "accept": false, - "reason": "CamemBERT masked-LM regression and broad tokenization-change report are not the same concrete bug." - }, - { - "left": "issue:28218", - "right": "issue:29159", - "accept": true, - "reason": "Both point to tokenizer behavior diverging around added tokens/slow-vs-fast handling; the spacing bug is a concrete manifestation of the inconsistency." + "reason": "Added-token spacing bug is not the same as slow/fast tokenizer inconsistency; one is a specific behavior, the other is broader parity." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "OmDet processor size mismatch and unrelated dtype mismatch in other models are different bugs." + "reason": "OmDet-Turbo image-size mismatch and dtype mismatches in other models are distinct failures." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight loading failure and dtype mismatch inference failure are unrelated." + "reason": "Packed-weight unloading during accelerate loading is a different loading bug than the bfloat16 dtype mismatch." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen VL bugs: one is from_pretrained weight_only loading, the other is rope/index scaling." + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL RoPE index scaling are separate model-specific issues." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Backend extras packaging issue vs Mistral regex patch crash are unrelated." + "reason": "Package backend installation issue and Mistral tokenizer regex crash are unrelated." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument handling are different loading regressions." + "reason": "AppleSilicon warmup TypeError is unrelated to float16 AMP crashes in LwDetrImageLoss." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Apple Silicon allocator TypeError and CUDA AMP loss crash are unrelated." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument handling are different loading paths with different bugs." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Tokenizer patch AttributeError and Gemma4Processor missing _tokenizer are different attribute-access bugs." + "reason": "Tokenizer regex patch crash and Gemma4Processor missing _tokenizer in serve are separate processor/tokenizer issues." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "A placeholder/low-content issue and a reproduction of another issue are not the same bug." + "reason": "These titles do not describe the same bug at all; one is non-informative, the other is an isolated reproduction of another issue." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sample-rate default and DAC from_latents mismatch are unrelated." + "reason": "Audio sampling-rate defaulting in chat templates and DAC.from_latents mismatch are unrelated audio-model behaviors." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and RTDetrV2 output regression are different issues." + "reason": "reduce_labels returning one label and RTDetrV2 output differences are different bugs in different model components." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both involve tied-weights warnings, but one is a specific wrong tie warning and the other is a model-config warning during fine-tuning; not the same bug." + "reason": "Incorrect tied-weights warning across layers is not the same as a LoRA fine-tuning warning about tie_word_embeddings." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset issue and CustomTrainer compute_loss signature mismatch are unrelated." + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer max_length behavior are different tokenizer/template issues." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are distinct bugs." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Loading MobileLLM-125M key error and remote_code regressions are not the same underlying problem." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Image-processor label reduction and MPS attention correctness are unrelated." + "reason": "Different symptoms and scopes: label reduction bug vs MPS attention correctness issue." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Template-compilation TypeError and CLIPTokenizer model_max_length bug are unrelated." + "reason": "A video multimodal token-count bug and stale auto_mappings references are unrelated CI/code-maintenance problems." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analyst stays grounded in the packet: the singleton likely duplicate pair (28218/29159) is a defensible tokenizer match, and the rest of the verdicts are conservatively negative given the titles/metadata. No soft-edge acceptance appears overstated 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 }, { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 17, "review_unit_count": 49, "status": "reviewed", @@ -5421,281 +5358,261 @@ "issue:43638", "issue:43643", "issue:43645", - "issue:43653", "issue:43696", "issue:43720", - "issue:43742", "issue:43746", "issue:43749", "issue:43819", "issue:43854", "issue:43927", "issue:43931", + "issue:44387", "issue:44479", "issue:44568", "issue:44589", "issue:44610", + "issue:44617", "issue:44756", "issue:44811", "issue:44912", "issue:44936", "issue:44977", "issue:44991", - "issue:45020", "issue:45042", "issue:45356", "issue:45459", - "issue:45600", + "issue:45488", "issue:45759", "issue:45803", "issue:45859" ], "soft_pairs": [ - "issue:43653|issue:44912", - "issue:43742|issue:45020", - "issue:43329|issue:45600", - "issue:43638|issue:44936", - "issue:45459|issue:45803", "issue:44589|issue:45042", + "issue:43638|issue:44936", "issue:43452|issue:44991", + "issue:45459|issue:45803", + "issue:44387|issue:44617", "issue:43746|issue:44811", "issue:36010|issue:43645", "issue:43550|issue:44912", - "issue:38175|issue:44610", "issue:43819|issue:43927", "issue:39692|issue:44912", "issue:43854|issue:44977", "issue:43257|issue:43329", "issue:43454|issue:43577", "issue:43720|issue:44610", + "issue:38175|issue:44610", "issue:43531|issue:45042", "issue:36010|issue:36331", "issue:43257|issue:43696", "issue:43262|issue:44811", "issue:43329|issue:44479", "issue:42490|issue:43257", - "issue:43749|issue:44756", "issue:43643|issue:45759", - "issue:44568|issue:45356", + "issue:43749|issue:44756", + "issue:43606|issue:45859", "issue:43329|issue:43450", "issue:34567|issue:40990", - "issue:43606|issue:45859", - "issue:43257|issue:43931" + "issue:44568|issue:45356", + "issue:43257|issue:43931", + "issue:44568|issue:45488" ], - "prepared_review_unit_hash": "54a42e6cdd5227154f291a4b2560383dc8ec1f19e35d0a8650b091068c85d406", + "prepared_review_unit_hash": "6ffbe8bedea9062ae6719439359bf0e02b35fc115df549c96e07939e870ed97a", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36973, - "estimated_input_tokens": 9244, - "estimated_eval_tokens": 18744 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36152, + "estimated_input_tokens": 9038, + "estimated_eval_tokens": 18332 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous issue set, but one likely duplicate pair stands out around the Qwen/VL video-input regression; the rest are unrelated bugs across different models and subsystems.", - "confidence": 0.76, - "canonical_issue_reason": "Issue 44479 is the best anchor: it describes a broad, user-facing v5.3.0 video-input regression across several Qwen VL variants and matches the shared multimodal video-path bug.", + "summary": "These items are mostly unrelated standalone bugs. The only clear duplicate-style match is the Qwen/VLM video regression pair (issue:43329 and issue:44479), which appears to be the same broken video code path. No PRs were provided.", + "confidence": 0.67, + "canonical_issue_reason": "issue:44479 is the broader umbrella report for the same video-input regression across multiple Qwen VL variants, so it best represents the duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "44479 is the broadest and most representative issue in the only plausible duplicate thread; it captures the common regression impact more clearly than the narrower root-cause report.", + "best_issue_reason": "issue:44479 is the best overall issue candidate because it describes the shared regression most broadly and is the most representative of the accepted duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43653", - "right": "issue:44912", - "accept": false, - "reason": "Different problems: BigBirdTokenizer special-token registration vs GPT-oss MXFP4 quantization fallback." - }, - { - "left": "issue:43742", - "right": "issue:45020", - "accept": false, - "reason": "Both involve loading, but one is a specific key error for MobileLLM-125M; the other is a broad remote_code regression." - }, - { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Different code paths: multimodal video token counting vs stale auto_mappings references to removed configs." + "reason": "Different problems: Float8 storage lookup versus PIL image processor torchvision dependency." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Unrelated training failures: deepspeed zero3/Bert indexing vs trainer.evaluate() after train()." + "reason": "Different training failures: deepspeed zero3/Bert indexing versus trainer.evaluate() after train()." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Both are exception-handling bugs, but in different functions and with different failure modes; not the same change." + "reason": "Different loading bugs: gguf_file handling versus tokenizer loading for EMBEDDIA/est-roberta." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Different subsystems: storage lookup for float8 vs image processor torchvision dependency handling." + "reason": "Both involve exception handling, but they affect different code paths and error surfaces." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Both are from_pretrained loading issues, but they affect different mechanisms and models (gguf_file vs tokenizer regression)." + "reason": "Both mention OOM, but one is int4 quantization memory pressure and the other is Sam3Video runtime OOM." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Local checkpoint loading with PEFT adapters is unrelated to Whisper batch_decode skipping special tokens." + "reason": "Different models/features: local PEFT checkpoint loading versus Whisper batch_decode skip_special_tokens behavior." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "ImportError for GenerationMixin is not the same as Jupyter/custom-model initialization breakage in Transformers 5.0." + "reason": "One is a GenerationMixin import error; the other is custom model init behavior in Jupyter notebooks." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Different bugs: torch.compile/SDPA failure in Bamba vs quantization fallback in GPT-oss." - }, - { - "left": "issue:38175", - "right": "issue:44610", - "accept": false, - "reason": "Different model/processor issues: zero probabilities in SigLIP2 vs wrong image size in OmDet-Turbo." + "reason": "Different code paths: torch.compile with SDPA in Bamba versus MXFP4 loading fallback in gpt-oss." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC forward/from_latents mismatch is unrelated to DiaConfig save/load custom token IDs." + "reason": "Different bugs: DAC forward/from_latents mismatch versus DiaConfig token ID persistence." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 doc example errors are unrelated to GPT-oss quantization fallback." + "reason": "Unrelated: SigLIP2 docs/model example errors versus gpt-oss quantization fallback." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different model-specific generation/loading issues: GLM-4.7-Flash test loading vs Qwen3.5 flash-attention generation." + "reason": "Different model-specific inference failures with no clear shared underlying code defect." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE accelerate/deepspeed weight conversion is unrelated to multimodal video token counting." + "reason": "Different subsystems: Qwen3-MoE loading/conversion versus multimodal token counting in video branches." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision lm_head tying and Blip2 dtype propagation are distinct model-loading defects." + "reason": "Different model load issues: weight tying bug versus dtype propagation bug." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to OmDet-Turbo processor image size." + "reason": "Different failure modes: packed weight unpacking during accelerate loading versus processor image-size mismatch." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated model behavior: zero probabilities versus processor output shape/size mismatch." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to PIL backend torchvision requirements." + "reason": "Different issues in different areas: Qwen3-MoE sliding window versus image processor torchvision dependency." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Importing GenerationMixin and CustomTrainer.compute_loss signature mismatch are different bugs." + "reason": "Both are trainer/import-related, but one is an import error and the other is a custom compute_loss signature change." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading is unrelated to GPT-oss CUDA OOM." + "reason": "Different problems: Qwen3-MoE loading/conversion versus CUDA OOM for GPT-oss-20b." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sample-rate defaults and Whisper batch_decode token skipping are different processor bugs." + "reason": "Different audio-processing bugs: apply_chat_template sample rate versus batch_decode special-token handling." }, { "left": "issue:43329", "right": "issue:44479", "accept": true, - "reason": "Both point to the same multimodal video-input regression; 43329 names the likely root cause in the video branch, while 44479 reports the broad Qwen VL symptom set." + "reason": "Same underlying video-input regression in Qwen/VLM video handling; 43329 pinpoints the broken video token-counting branch and 44479 reports the broader regression." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Local-path slash import warning is unrelated to Qwen3 MoE weight conversion/loading." + "reason": "Unrelated: local-path import warning versus Qwen3-MoE loading/conversion." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are different memory/loading problems." + "reason": "Both concern config/model loading, but they are different APIs and different composite-model issues." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is unwrapping text_config for composite multimodal configs." + "reason": "Different memory/loading problems: FSDP CPU RAM efficient loading versus mmap on Strix Halo." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:43606", + "right": "issue:45859", "accept": false, - "reason": "Different tokenizer regressions affecting different models and error modes." + "reason": "Both involve CPU offload, but they affect different models and different execution paths." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "The video-token counting bug is not the same as batched video processor shape handling." + "reason": "Both touch video processors, but one is token counting and the other is batched output shape." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token-count tracking and GPT-oss perplexity are unrelated." - }, - { - "left": "issue:43606", - "right": "issue:45859", - "accept": false, - "reason": "Both mention CPU offload, but they affect different models and code paths." + "reason": "Completely different: TrainerState token counting versus GPT-oss perplexity on WikiText-2." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "Weight conversion during accelerate/deepspeed loading is unrelated to Qwen3-VL weight shape mismatch." + "reason": "Different tokenizer regressions affecting different models and different root causes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it identifies one plausible duplicate thread around the Qwen/VL video-input regression while treating the rest as heterogeneous, which matches the titles and soft-similarity evidence. The lone accepted pair (43329 \u2194 44479) is a reasonable same-bugfix match, and the rejected pairs are framed narrowly enough to avoid overclaiming." + "feedback": "The summary is grounded in the packet and stays cautious overall. The accepted duplicate pair (issue:43329, issue:44479) is plausibly the same Qwen/VLM video regression based on the titles, and the rejected soft pairs are mostly conservative distinctions between different subsystems or failure modes. No PRs were present, which is correctly noted." }, "evaluator_used": true, "retried": false, @@ -5706,7 +5623,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 18, "review_unit_count": 49, "status": "reviewed", @@ -5718,11 +5635,11 @@ "nodes": [ "issue:24643", "issue:28282", + "issue:29127", "issue:29159", "issue:33357", "issue:34567", "issue:34689", - "issue:38175", "issue:41720", "issue:42175", "issue:42915", @@ -5735,19 +5652,20 @@ "issue:43582", "issue:43697", "issue:43742", + "issue:43749", "issue:43756", + "issue:43782", "issue:43824", + "issue:43906", "issue:43927", "issue:44062", "issue:44291", "issue:44479", "issue:44488", "issue:44560", - "issue:44568", "issue:44737", "issue:44821", "issue:44849", - "issue:44898", "issue:44912", "issue:44938", "issue:44987", @@ -5758,7 +5676,6 @@ "issue:45357", "issue:45381", "issue:45405", - "issue:45488", "issue:45538", "issue:45588", "issue:45701", @@ -5766,252 +5683,272 @@ "issue:45987" ], "soft_pairs": [ - "issue:44568|issue:45488", "issue:44849|issue:45701", - "issue:29159|issue:34567", "issue:44291|issue:45042", "issue:42915|issue:44821", - "issue:43452|issue:43582", + "issue:29159|issue:34567", "issue:42915|issue:43742", + "issue:43452|issue:43582", "issue:44987|issue:45538", "issue:43697|issue:45357", "issue:42915|issue:45538", "issue:41720|issue:43540", - "issue:33357|issue:34567", - "issue:44479|issue:45381", "issue:43927|issue:44912", + "issue:44479|issue:45381", + "issue:33357|issue:34567", "issue:42175|issue:43824", "issue:43317|issue:45538", - "issue:44987|issue:45907", "issue:43540|issue:44479", "issue:43540|issue:44560", - "issue:43257|issue:43756", "issue:43577|issue:45072", + "issue:43257|issue:43756", "issue:44062|issue:44991", - "issue:42175|issue:44938", - "issue:42175|issue:44488", + "issue:44987|issue:45907", "issue:45137|issue:45405", - "issue:24643|issue:29159", "issue:43742|issue:44291", + "issue:42175|issue:44488", + "issue:24643|issue:29159", "issue:28282|issue:34689", "issue:44737|issue:45588", + "issue:42175|issue:44938", + "issue:43906|issue:45381", "issue:43404|issue:45987", - "issue:38175|issue:44898" + "issue:43582|issue:43782", + "issue:42915|issue:43749", + "issue:28282|issue:29127" ], - "prepared_review_unit_hash": "b2cd293765045c8cd87d83deb9ba62965c9a66699afab61013d219fc61ae83df", + "prepared_review_unit_hash": "7362485cb338b1e6ea6901f35bc30972965b45337e6c02ade5c928c639f7611a", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37041, - "estimated_input_tokens": 9261, - "estimated_eval_tokens": 18778 + "soft_pair_count": 33, + "serialized_chars": 37537, + "estimated_input_tokens": 9385, + "estimated_eval_tokens": 19026 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a set of unrelated Transformers issues; only one soft pair looks like a plausible duplicate cluster around Qwen video-input regression. All other pairs are too model-, feature-, or subsystem-specific to merge safely.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 44479 is the best anchor for the only likely duplicate mini-cluster: it describes the broader Qwen video-input regression across multiple Qwen VL/MoE variants, while 45381 is a narrower symptom on qwen2.5-vl. The rest of the set does not form a coherent duplicate cluster.", + "summary": "This cluster is mostly a set of unrelated Transformer issues that only share superficial wording. The only strong duplicate-like pair is the Qwen video-input regression reports; the rest should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44479 is the broadest/root report for the Qwen video-input regression, spanning multiple affected Qwen VL variants; issue:45381 is a narrower instance of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the strongest representative issue because it is the broadest and clearest statement of the shared video-input regression, and it subsumes the narrower qwen2.5-vl symptom in 45381.", + "best_issue_reason": "issue:44479 best captures the underlying bug because it describes the regression at the right scope and covers the shared code path behind the narrower reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44568", - "right": "issue:45488", - "accept": false, - "reason": "Both involve tokenizer behavior in v5, but the concrete bugs differ: missing BOS/EOS insertion vs overriding a tokenizer.json pre-tokenizer. Not the same code-path problem." - }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "One is a Qwen3.5 hidden-states bug, the other a broad tokenization-version complaint. Too vague and not the same fix." - }, - { - "left": "issue:29159", - "right": "issue:34567", - "accept": false, - "reason": "Tokenizer fast/slow inconsistency and TrainerState token counter updating are unrelated issues." + "reason": "Different bugs: Qwen3.5 hidden-states output vs a generic tokenization-change report." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Different subsystems and failure modes: init_empty_weights argument handling vs PIL image processor dependency requirements." + "reason": "Unrelated subsystems: init_empty_weights loading error vs PIL backend requiring torchvision." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 loading and AutoImageProcessor URL loading are unrelated." + "reason": "Different models and failures: Qwen3Moe FP8 loading vs AutoImageProcessor URL loading." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:29159", + "right": "issue:34567", "accept": false, - "reason": "GGUF loading failure and Apple Silicon caching_allocator_warmup TypeError are unrelated code paths." + "reason": "Tokenizer consistency issue vs TrainerState token-count tracking; no shared code-path bug." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different model-loading failures with no shared concrete mechanism." + "reason": "Different loading failures: FineGrainedFP8Config on Qwen3Moe vs MobileLLM key error." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading breakage vs AppleSilicon allocator warmup TypeError; unrelated." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "A model-loading regression and a CLIPTokenizer max-length bug are not the same underlying issue." + "reason": "Model-loading regression vs CLIPTokenizer max_length constant; not the same bug." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Different problems: RTDetrV2 output drift vs incorrect visual encoder keys on save_pretrained." + "reason": "Different issues: RTDetrV2 output mismatch vs save_pretrained key serialization bug." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "FP8/Qwen3Moe loading and CLIP tokenizer max-length are unrelated." + "reason": "Qwen3Moe FP8 loading vs tokenizer max_length behavior; unrelated." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Auto device-mapping CUDA assert and Qwen3OmniMoe video processing ValueError are different failures." + "reason": "CUDA assert during auto device mapping vs video-input processing ValueError; different failure modes." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:43927", + "right": "issue:44912", "accept": false, - "reason": "Mac bus error on CLIP loading and TrainerState token counting are unrelated." + "reason": "DiaConfig save/load token IDs bug vs quantization fallback issue; not duplicates." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "Both point to the same Qwen video-input regression: 44479 is the broader v5.3.0 regression across Qwen VL/MoE variants, and 45381 is a narrower qwen2.5-vl manifestation involving vision_position_ids." + "reason": "Same underlying Qwen video-input regression; 45381 is a narrower report of the broader 44479 bug." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "DiaConfig save/load token-ID loss and MXFP4 quantization fallback are unrelated." + "reason": "MacOS CLIP bus error vs TrainerState token counting; unrelated." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Backend install/dependency packaging issue vs missing Qwen2_5_VL symbol import are different bugs." + "reason": "Dependency/backend packaging issue vs missing export for Qwen2.5-VL class; different problems." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "device_map/offload dequantization failure and CLIPTokenizer model_max_length are unrelated." - }, - { - "left": "issue:44987", - "right": "issue:45907", - "accept": false, - "reason": "Model-loading failure and list_repo_files revision forwarding are unrelated." + "reason": "Device-map/offload dequantization failure vs tokenizer max-length bug; unrelated." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both mention video inputs, but the model families and symptoms differ enough that they do not clearly share the same concrete bug." + "reason": "Different Qwen issues: generic video-processing ValueError vs specific video position-id regression." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Different Qwen video-input failures with different models and error types." - }, - { - "left": "issue:43257", - "right": "issue:43756", - "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and Smollm3 RoPE-layer dropping are unrelated." + "reason": "Both are video-related but on different Qwen models and different concrete errors." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but they affect different model classes and likely different fixes." + "reason": "Different model-loading dtype issues; no evidence of the same code-path." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "AddedToken duplicate-argument error and tokenizer load failure for EMBEDDIA/est-roberta are not the same bug." + "reason": "Qwen3 MoE loading/accelerate issue vs Smollm3 RoPE-layer mismatch; unrelated." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Package/backend install issue and Python 3.14 load failure are unrelated." + "reason": "AddedToken constructor error vs tokenizer loading failure for a specific model; different root causes." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "TensorFlow backend packaging and loading cjvt/sleng-bert are unrelated." + "reason": "Loading a specific model vs a Hub API argument-forwarding bug; not the same bug." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and PEFT minimum-version bump are unrelated." + "reason": "DeepSpeed ZeRO3 deque error vs package version bump for PEFT; unrelated." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "MobileLLM key error and init_empty_weights argument handling are different model-loading problems." + "reason": "MobileLLM key error vs init_empty_weights argument mismatch; different loading paths." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend packaging issue vs model loading failure for a specific model; unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training runtime error vs tokenizer slow/fast inconsistency; not the same bug." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Generic PyTorch ImportError and Llama 3.2 vision model loading breakage are not the same issue." + "reason": "Generic PyTorch ImportError vs Llama 3.2 vision model loading regression; different causes." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "CPU placement bug in XLNet relative positions and flash_attention s_aux=None crash are unrelated." + "reason": "XLNet CPU device placement bug vs flash_attention crash on sink-less models; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend dependency issue vs Python 3.14 load failure; no shared root cause." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Isolated reproduction of a different issue vs Qwen video-input regression; unrelated." }, { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "Mistral3 weight tying and StaticCache seq-length return type are unrelated code-path issues." + "reason": "Mistral3 lm_head tying bug vs StaticCache return-type bug; different code paths." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "AppleSilicon warmup TypeError vs Qwen3VL weight_only loading error; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8 loading vs FSDP CPU RAM efficient loading regression; distinct issues." + }, + { + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Unexpected zero probabilities in SIGLIP2 and Perceiver non-default-resolution failure are different bugs." + "reason": "Missing PyTorch import error vs LayoutLMv3 box-clarity error; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted soft pair, issue:44479 vs issue:45381, is plausibly the same Qwen video-input regression with one being a narrower manifestation of the other. The remaining pairs are reasonably rejected as different subsystems, model families, or failure modes, without overstating the evidence." + "feedback": "The summary is grounded in the packet. The only clearly supported duplicate-like pair is issue:44479 and issue:45381, and the rest of the soft-edge rejections stay conservative rather than overclaiming duplicates. I don\u2019t see any unsupported mergeability claim or evidence inflation." }, "evaluator_used": true, "retried": false, @@ -6022,7 +5959,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 19, "review_unit_count": 49, "status": "reviewed", @@ -6032,18 +5969,18 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ - "issue:28282", + "issue:24643", "issue:29127", "issue:34567", "issue:36331", + "issue:38175", "issue:41762", - "issue:42915", "issue:43452", "issue:43493", "issue:43526", "issue:43531", "issue:43540", - "issue:43582", + "issue:43577", "issue:43643", "issue:43688", "issue:43697", @@ -6051,8 +5988,6 @@ "issue:43742", "issue:43749", "issue:43756", - "issue:43782", - "issue:43906", "issue:43994", "issue:44062", "issue:44291", @@ -6062,6 +5997,7 @@ "issue:44625", "issue:44792", "issue:44821", + "issue:44843", "issue:44877", "issue:44898", "issue:44913", @@ -6070,6 +6006,7 @@ "issue:45042", "issue:45081", "issue:45216", + "issue:45290", "issue:45325", "issue:45357", "issue:45375", @@ -6082,234 +6019,238 @@ "issue:46121" ], "soft_pairs": [ - "issue:43906|issue:45381", - "issue:42915|issue:43749", - "issue:43582|issue:43782", - "issue:28282|issue:29127", - "issue:43526|issue:45479", + "issue:38175|issue:44898", "issue:43540|issue:45823", "issue:44291|issue:44821", + "issue:43526|issue:45479", + "issue:43493|issue:43994", "issue:43756|issue:45325", "issue:34567|issue:36331", - "issue:43493|issue:43994", "issue:44913|issue:46121", "issue:44062|issue:45081", "issue:44792|issue:44964", + "issue:45042|issue:45081", "issue:45357|issue:45920", "issue:43452|issue:44488", - "issue:45042|issue:45081", "issue:43742|issue:44589", "issue:43531|issue:44821", "issue:43643|issue:45375", "issue:45405|issue:45600", "issue:43697|issue:45216", - "issue:41762|issue:44936", - "issue:43688|issue:43749", "issue:43720|issue:44898", + "issue:44625|issue:44877", + "issue:41762|issue:44936", + "issue:24643|issue:29127", "issue:44514|issue:45381", - "issue:44625|issue:44877" + "issue:43452|issue:43577", + "issue:43688|issue:43749", + "issue:43452|issue:44843", + "issue:44514|issue:45290" ], - "prepared_review_unit_hash": "bf4ffe7573f2f719e4bd1a9e156f88825d7616071d81c09c9d38a2d604ac1383", + "prepared_review_unit_hash": "a6fed4442c3661eaf9ee5c3b002e138608aab0f14dd502adc63365864f6b6c6c", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35812, - "estimated_input_tokens": 8953, - "estimated_eval_tokens": 18162 + "soft_pair_count": 27, + "serialized_chars": 36217, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are not duplicates: they share broad subsystems, but not the same concrete bug. One pair appears to be the same underlying SigLIP2 model-implementation regression.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43493 is the clearest root-cause report: it identifies a concrete SigLIP2 implementation discrepancy against the original JAX model, which can subsume the symptom report in issue:43994.", + "summary": "No soft pair looks like a true duplicate; most are broad same-subshell similarities, but the concrete bugs and code paths differ. The strongest standalone issue is the open multi-model tokenizer regression (#45920).", + "confidence": 0.86, + "canonical_issue_reason": "#45920 is the broadest, most actionable report: it spans multiple models, has active discussion/inbound refs, and describes a concrete regression in token ID generation.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43493 is the best issue to anchor the cluster because it is specific, technically diagnostic, and points to the underlying defect rather than a downstream symptom.", + "best_issue_reason": "#45920 has the widest blast radius and clearest user impact among the issues here, so it is the best representative issue to keep.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43906", - "right": "issue:45381", - "accept": false, - "reason": "They are both around Qwen2.5-VL-related behavior, but one is a reproduction of an external issue and the other is a video-position-id bug; no clear same code path." - }, - { - "left": "issue:42915", - "right": "issue:43749", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "Different failures in different loading/training paths: FineGrainedFP8Config vs FSDP CPU RAM efficient loading." + "reason": "Both are image-model failures, but they involve different models and different failure modes (SigLIP2 zero probabilities vs Perceiver non-default resolution handling)." }, { - "left": "issue:43582", - "right": "issue:43782", + "left": "issue:43540", + "right": "issue:45823", "accept": false, - "reason": "AppleSilicon allocator warmup TypeError and Qwen3VL weight_only loading error are unrelated." + "reason": "Completely different model families and bugs: Qwen3OmniMoe video processing versus Gemma4 device placement during forward." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "One is a missing-PyTorch ImportError, the other is a LayoutLMv3 boxes/clarity issue; unrelated bugs." + "reason": "Unrelated loading paths and symptoms: init_empty_weights/_is_hf_initialized handling versus AutoImageProcessor URL loading." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BeitImageProcessorFast label reduction and sequence-classification zero-loss behavior are different code paths and symptoms." + "reason": "Different bug classes: BeitImageProcessorFast label reduction versus sequence-classification loss behavior with num_labels=1." }, { - "left": "issue:43540", - "right": "issue:45823", - "accept": false, - "reason": "Qwen3OmniMoe video-processing error and Gemma4 PLE device mismatch are different model/runtime bugs." - }, - { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:43493", + "right": "issue:43994", "accept": false, - "reason": "`init_empty_weights` argument handling and loading AutoImageProcessor from URL are unrelated." + "reason": "Same model family, but not clearly the same code-path; one is an HF-vs-JAX implementation discrepancy, the other is an AutoModel/pipeline output issue." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Smollm3 RoPE-layer drop and Qwen2.5-VL temporal position-id scaling are different defects." + "reason": "Both mention RoPE, but they are different models and different logic (Smollm3 layer coverage versus Qwen2.5-VL temporal position scaling)." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token-count tracking and custom compute_loss kwarg breakage are separate Trainer issues." - }, - { - "left": "issue:43493", - "right": "issue:43994", - "accept": true, - "reason": "Both describe the same SigLIP2 correctness problem: HF outputs diverge from the intended implementation and produce nonsensical results." + "reason": "Different trainer regressions: token accounting not updating versus a custom compute_loss signature mismatch." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "One is GPTNeoXConfig persistence of rotary_pct, the other is rope-validation input typing; related area, but not the same bug." + "reason": "Both touch RoPE config handling, but one is config reload persistence and the other is a type error in validation input parsing." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer-loading failures with different error surfaces and code paths." + "reason": "Both are tokenizer-related errors, but the concrete failures differ: AddedToken argument duplication versus a Mistral regex patch/backend tokenizer crash." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Janus image-generation test failure and Phi-4 multimodal model loading failure are separate model-specific regressions." + "reason": "Different multimodal model loading/test failures with no shared concrete code path." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression versus a tokenizer regex patch crash; unrelated subsystems." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 save_pretrained visual-key serialization and AutoTokenizer wrong token IDs are different bugs." + "reason": "Both are regressions, but one is save_pretrained serialization for Qwen3.5 and the other is wrong token IDs from AutoTokenizer across models." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both involve model loading, but one is gguf_file handling for AutoTokenizer/AutoModelForCausalLM and the other is a specific model load failure; not enough evidence of the same root cause." - }, - { - "left": "issue:45042", - "right": "issue:45081", - "accept": false, - "reason": "Image-processor torchvision dependency regression and Mistral regex patch tokenizer crash are unrelated." + "reason": "Both are loading issues, but one is about gguf_file/AutoModel loading and the other is a specific model that fails to load; not the same bug." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "MobileLLM key error and missing Float8 storage object are distinct loading/runtime issues." + "reason": "Different failures and likely unrelated root causes: MobileLLM key error versus missing Float8 storage object." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and AutoImageProcessor URL loading are unrelated." + "reason": "Unrelated features: Qwen3-MoE sliding window behavior versus AutoImageProcessor URL loading." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both are config-field-loss complaints, but they point to different mechanisms and model-specific config schemas; not clearly the same bug." + "reason": "Both concern missing config fields, but the mechanisms differ: trust_remote_code AutoConfig return shape versus strict-dropping a Qwen vision config field." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "A version pin to unreleased PEFT and a broken auto_mappings reference are unrelated maintenance issues." + "reason": "One is a version requirement bump, the other is stale auto_mappings references breaking CI; unrelated changes." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained regression are different model bugs." + "reason": "Different regressions in different areas: RTDetrV2 output drift versus Qwen3.5 save_pretrained checkpoint corruption." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "DeepSpeed ZeRO-3 loading crash and trainer.evaluate() after train() failure are separate Trainer/model-loading issues." + "reason": "BitNet packed-weight loading and Perceiver resolution handling are unrelated." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated." + "reason": "Both are config-related, but one is num_labels propagation and the other is strict config preventing granite_speech loading." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer/loading failures: DeepSpeed ZeRO-3 model loading versus evaluate() breaking after train()." + }, + { + "left": "issue:24643", + "right": "issue:29127", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver interpolation behavior are different code paths." + "reason": "Completely unrelated issues: DeepSpeed training runtime error versus LayoutLMv3 box-validation message clarity." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL issues, but one is batched chat-template padding and the other is video position-id computation; not the same bug." + "reason": "Same model family, but different bugs and code paths: chat template batching versus video vision_position_ids computation." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Different loading bugs: gguf_file integration versus Blip2 dtype propagation." + }, + { + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Qwen3.5 num_labels propagation and granite_speech config strictness are different config bugs." + "reason": "Different subsystems: auxiliary-loss normalization versus FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both affect model/tokenizer loading, but one is gguf_file support and the other is an offline-mode Mistral regex patch bug." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat/template issues, but one is batched Qwen2.5-VL processing and the other is assistant tool-call handling with no content." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster choice is grounded in the packet: issue:43493 is the most root-cause-like SigLIP2 report, and the accepted link to issue:43994 is a plausible same-bug pairing based on the titles. The remaining soft-edge rejections are conservative and do not overclaim duplicate status from broad subsystem similarity alone." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 20, "review_unit_count": 49, "status": "reviewed", @@ -6319,9 +6260,7 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ - "issue:24643", "issue:28282", - "issue:29127", "issue:29159", "issue:30064", "issue:32090", @@ -6331,23 +6270,25 @@ "issue:38175", "issue:41720", "issue:43295", - "issue:43452", + "issue:43531", + "issue:43550", "issue:43577", "issue:43643", "issue:43646", "issue:43653", "issue:43688", "issue:43697", + "issue:43742", "issue:43749", "issue:43819", "issue:43906", + "issue:43927", "issue:44361", "issue:44442", "issue:44464", "issue:44466", "issue:44484", "issue:44493", - "issue:44514", "issue:44561", "issue:44568", "issue:44704", @@ -6355,12 +6296,13 @@ "issue:44811", "issue:44843", "issue:44936", + "issue:44977", "issue:44991", "issue:45005", - "issue:45290", "issue:45356", "issue:45440", "issue:45491", + "issue:45588", "issue:45701", "issue:45704", "issue:45823", @@ -6368,238 +6310,245 @@ "issue:46050" ], "soft_pairs": [ - "issue:24643|issue:29127", - "issue:43452|issue:43577", - "issue:43452|issue:44843", - "issue:44514|issue:45290", "issue:44493|issue:46050", - "issue:43295|issue:45356", - "issue:44484|issue:44704", - "issue:43819|issue:44811", "issue:44936|issue:45823", - "issue:44466|issue:45005", + "issue:44484|issue:44704", "issue:30064|issue:33666", + "issue:44466|issue:45005", + "issue:43819|issue:44811", + "issue:43295|issue:45356", "issue:44464|issue:44743", - "issue:44361|issue:44442", "issue:43653|issue:44361", - "issue:41720|issue:43906", - "issue:38175|issue:43295", + "issue:44361|issue:44442", "issue:28282|issue:32090", "issue:28282|issue:33357", - "issue:43653|issue:44568", - "issue:43688|issue:45440", + "issue:41720|issue:43906", + "issue:38175|issue:43295", + "issue:28282|issue:35141", "issue:43577|issue:43697", + "issue:43653|issue:44568", "issue:45491|issue:46002", + "issue:43688|issue:45440", "issue:43688|issue:45704", - "issue:28282|issue:35141", "issue:44843|issue:44991", - "issue:43688|issue:45701", "issue:43643|issue:44561", "issue:43646|issue:43749", - "issue:29159|issue:33357" + "issue:43531|issue:43742", + "issue:43688|issue:45701", + "issue:29159|issue:33357", + "issue:43653|issue:43927", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:43577|issue:45588" ], - "prepared_review_unit_hash": "80a4485525d787afd03c01c2afe45959abb792a70f4609ee908ef6315e3a3c28", + "prepared_review_unit_hash": "252f49c69db94a8d62d564a43c524ff2f815bf1f762f71cfdfe4d1f3e409f361", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35956, - "estimated_input_tokens": 8989, - "estimated_eval_tokens": 18234 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36709, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely a grab-bag of unrelated bug reports spanning tokenizers, processors, training, serialization, and model-specific regressions. I don\u2019t see any pair that clearly meets the bar for being the same underlying bug/change.", - "confidence": 0.88, - "canonical_issue_reason": "No clear canonical issue: the items are heterogeneous, and no single report cleanly represents a true duplicate set.", + "summary": "This set is a collection of largely unrelated Transformers bug reports. The soft pairs share broad themes, but none look like the same concrete defect or change, so I rejected all of them.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43749 is the strongest representative: it describes a broad, high-impact regression in a core loading path with clear user-facing consequences and substantial discussion.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44466 is the most concrete and actionable report in the set, with a specific v5 tied-weight serialization regression; if one issue must represent the cluster, this is the closest fit.", + "best_issue_reason": "issue:43749 stands out as the most representative issue because it is a clearly described regression affecting a widely used feature and appears more central than the more narrowly scoped reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:24643", - "right": "issue:29127", - "accept": false, - "reason": "Different failures in different subsystems: DeepSpeed training weight-shape error vs LayoutLMv3 box-content error." - }, - { - "left": "issue:43452", - "right": "issue:43577", - "accept": false, - "reason": "Both involve model loading, but one is a gguf/AutoTokenizer breakage and the other is an fp16/bfloat16 dtype bug in BLIP-2; not the same code-path." - }, - { - "left": "issue:43452", - "right": "issue:44843", - "accept": false, - "reason": "Both touch from_pretrained, but one is gguf_file handling and the other is offline Mistral regex/model_info behavior; distinct bugs." - }, - { - "left": "issue:44514", - "right": "issue:45290", - "accept": false, - "reason": "Both are chat-template related, but one is batched padding behavior and the other is tool-call assistant-message handling; too different to merge." - }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys vs quantized save/load corruption are unrelated symptoms and code paths." + "reason": "Both involve model parameter/key anomalies, but one is about unexpected position-id keys while the other is NaNs after checkout/init; different failure modes and likely different root causes." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:44936", + "right": "issue:45823", "accept": false, - "reason": "Both are regression-style processor/tokenizer reports, but they describe different APIs and failures, not one concrete bug." + "reason": "Trainer evaluate-after-train and Gemma4 device-mismatch are unrelated code paths; they do not describe the same bug." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "Shard-size default behavior and AutoProcessor kwarg forwarding are unrelated issues." + "reason": "One is about the default 50GB shard size, the other about kwargs not reaching cached_file in AutoProcessor; different API concerns." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:30064", + "right": "issue:33666", "accept": false, - "reason": "DAC from_latents parity bug vs Whisper batch_decode skip_special_tokens handling are different model components and problems." + "reason": "Image processor void segmentation maps and Qwen2-VL multi-GPU training are unrelated issues." }, { - "left": "issue:44936", - "right": "issue:45823", + "left": "issue:44466", + "right": "issue:45005", "accept": false, - "reason": "Trainer evaluate-after-train failure and Gemma4 device-map mismatch are separate runtime errors with different causes." + "reason": "Both mention tied weights, but one is a device-dependent serialization bug for lm_head.weight and the other is a v5 translation-model tied-weights issue; not the same concrete defect." }, { - "left": "issue:44466", - "right": "issue:45005", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Both mention tied weights, but one is a device-dependent serialization regression while the other is a broader translation-model tied-weights complaint; not clearly the same bug." + "reason": "DAC from_latents/forward mismatch with missing STE is unrelated to Whisper batch_decode ignoring skip_special_tokens." }, { - "left": "issue:30064", - "right": "issue:33666", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Void segmentation map processing and Qwen2-VL multi-GPU training are unrelated image/model-training issues." + "reason": "Both are tokenizer/processor regressions, but one is a processor.tokenizer API break and the other is a Kimi-K2.5 codec/mistral-regex regression." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Chunked generation with compiled forward and Qwen3 recurrent-state reset are different generation/runtime bugs." + "reason": "Chunked generation with compiled forward and Qwen3 recurrent-state reset with cache are different generation/cache bugs." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MLukeTokenizer AttributeError are different tokenizer failures." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "MLukeTokenizer AttributeError and FastSpeech2ConformerTokenizer loading failure are different tokenizer implementations and failures." + "reason": "These are separate tokenizer-loading problems for different tokenizer classes and different errors." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "BigBird special-token decode issue vs MLukeTokenizer task AttributeError are unrelated tokenizer bugs." + "reason": "PyTorch import missing and Trainer _gpu_broadcast_one NoneType are unrelated setup/runtime failures." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch and MacOS bus error on a CLIP model are distinct problems." }, { "left": "issue:41720", "right": "issue:43906", "accept": false, - "reason": "Both reference model execution failures, but one is Qwen3 auto device mapping/cuda assert and the other is just a reproduction of an external issue." + "reason": "Qwen3 auto device-mapping cudaErrorAssert and an isolated reproduction of another issue are not the same bug." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Zero probabilities in SigLIP2 vs processor.tokenizer/images regression are different model and API bugs." + "reason": "Zero probabilities in SigLIP2 and a processor.tokenizer regression are unrelated." }, { "left": "issue:28282", - "right": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "ImportError for missing PyTorch and Trainer _gpu_broadcast_one NoneType error are unrelated." + "reason": "PyTorch import error and embedding reinitialization in post_init are different code paths." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:43577", + "right": "issue:43697", "accept": false, - "reason": "Missing PyTorch import vs MacOS bus error in CLIP are different failure modes and environments." + "reason": "BLIP2 dtype loading and RTDetrV2 output divergence are unrelated model-specific bugs." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer/special-token related, but BigBird mask-token registration and mdeberta BOS/EOS addition are distinct behaviors." + "reason": "Both are tokenizer special-token complaints, but they affect different tokenizers and different behaviors." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 NaN embeddings from sliding-window attention and NaNs in classification heads after checkout/init are not the same defect." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Aux-loss normalization in MoE models and DeepSeekV3 implementation divergence are not the same code-path problem." + "reason": "Auxiliary-loss normalization in MoE models and DeepseekV3MoE divergence from remote implementation are different model issues." }, { - "left": "issue:43577", - "right": "issue:43697", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "BLIP-2 dtype propagation and RTDetrV2 output drift under v5 are unrelated model-specific regressions." + "reason": "MoE auxiliary-loss normalization is unrelated to T5/apex FusedRMSNorm memory leak." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Gemma3 NaN embeddings with mixed-length batching and classification-head NaNs after checkout/init are different initialization/attention issues." + "reason": "Offline-mode model_info() call in Mistral regex patch and tokenizer loading failure for EMBEDDIA/est-roberta are different regressions." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "MoE auxiliary loss normalization and T5/apex FusedRMSNorm memory leak are unrelated bugs." + "reason": "Missing fields from AutoConfig with trust_remote_code and removal of is_torch_fx_available breaking trust_remote_code are separate compatibility issues." }, { - "left": "issue:28282", - "right": "issue:35141", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "PyTorch import failure and token-embedding resize/post_init reinitialization are different layers of the stack." + "reason": "Custom model initialization breakage in v5 and FSDP_CPU_RAM_EFFICIENT_LOADING broken are both v5-related, but they target different loading pathways and symptoms." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Offline model_info call in AutoTokenizer and tokenizer loading failure for a specific model are not the same underlying defect." + "reason": "Qwen3-MoE sliding_window behavior and loading facebook/MobileLLM-125M key error are unrelated." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "MoE auxiliary-loss normalization and a broad tokenization-change report are too different to be duplicates." + "reason": "Aux-loss normalization and version-dependent tokenization are not the same issue." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Missing fields from AutoConfig with trust_remote_code and removal of is_torch_fx_available breaking remote-code models are separate compatibility issues." + "reason": "Slow vs fast tokenizer inconsistency and a MacOS bus error on CLIP are different problems." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Custom model initialization breakage in v5 and FSDP_CPU_RAM_EFFICIENT_LOADING failure are different migration/runtime problems." + "reason": "BigBirdTokenizer special-token registration and DiaConfig losing custom token IDs after save/load are unrelated tokenizer/config bugs." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Qwen3.5 flash-attention generation failure are different generation bugs." + }, + { + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "Slow-vs-fast tokenizer inconsistency and MacOS CLIP bus error are unrelated." + "reason": "torch.compile+SDPA failure in Bamba and DiaConfig token-ID loss after save/load are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype loading and flash_attention.py crashing on s_aux=None are different code paths." } ] }, @@ -6613,7 +6562,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 21, "review_unit_count": 49, "status": "reviewed", @@ -6630,6 +6579,7 @@ "issue:34567", "issue:36010", "issue:36331", + "issue:39692", "issue:41720", "issue:43122", "issue:43262", @@ -6639,12 +6589,10 @@ "issue:43493", "issue:43504", "issue:43525", - "issue:43531", "issue:43550", "issue:43572", "issue:43577", "issue:43606", - "issue:43653", "issue:43688", "issue:43720", "issue:43742", @@ -6664,277 +6612,271 @@ "issue:44821", "issue:44849", "issue:44913", - "issue:44977", + "issue:44964", "issue:45357", - "issue:45588", + "issue:45405", "issue:45812", "issue:45823", "issue:46002", "issue:46050" ], "soft_pairs": [ - "issue:43531|issue:43742", - "issue:43653|issue:43927", - "issue:44464|issue:44977", - "issue:43577|issue:45588", - "issue:43550|issue:43927", "issue:44479|issue:44625", "issue:43550|issue:44361", + "issue:41720|issue:44464", "issue:43577|issue:44554", "issue:43122|issue:43906", - "issue:41720|issue:44464", "issue:32090|issue:34567", "issue:43504|issue:43720", "issue:43504|issue:43550", + "issue:43742|issue:44821", "issue:43504|issue:44610", "issue:44466|issue:46050", - "issue:43742|issue:44821", "issue:32090|issue:33666", "issue:33666|issue:36010", "issue:43452|issue:44451", "issue:45823|issue:46050", - "issue:43278|issue:43688", - "issue:44849|issue:45357", + "issue:43720|issue:43927", "issue:43525|issue:43572", "issue:43606|issue:43927", - "issue:43720|issue:43927", + "issue:43278|issue:43688", "issue:43262|issue:43295", - "issue:44625|issue:46002", - "issue:43493|issue:43825", - "issue:44568|issue:45812", + "issue:44849|issue:45357", "issue:43756|issue:44913", "issue:33666|issue:36331", + "issue:44625|issue:46002", "issue:43720|issue:44361", - "issue:28218|issue:33357" + "issue:43493|issue:43825", + "issue:44568|issue:45812", + "issue:28218|issue:33357", + "issue:44964|issue:45405", + "issue:39692|issue:43493" ], - "prepared_review_unit_hash": "81ee92b2c9418d7f42d5d8f83cbc0758dda08a5e2aecac9e60b0cf617d593774", + "prepared_review_unit_hash": "f3497176e76a7564e75a7eb5245f80023d93ace3b8cd6714428000f3622eb0dd", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37639, - "estimated_input_tokens": 9410, - "estimated_eval_tokens": 19076 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36208, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous, but the strongest common thread is v5-era tokenizer/config regressions; most proposed soft matches are actually different model-specific loading/training/runtime bugs.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43122 is the broadest tokenizer regression here: it describes a version-to-version tokenization change with the same tokenizer, which makes it the best umbrella issue for narrower tokenizer symptoms.", + "summary": "This cluster is mostly a false-positive mix of unrelated Hugging Face bugs. The only plausible duplicate pair is the two post-v5 config regressions about missing pad-token attributes (Llama4Config vs StableLmConfig).", + "confidence": 0.74, + "canonical_issue_reason": "issue:43525 is the best canonical issue because it describes the broader, more standard pad-token config regression after the v5 update; issue:43572 looks like the same compatibility problem manifested on a different model config.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the strongest standalone issue in the set: it names a concrete, high-impact AutoTokenizer regression across a whole model family and already has inbound references.", + "best_issue_reason": "issue:43525 is the clearest representative of the only near-duplicate theme in the cluster and is the most general/portable formulation of the pad-token regression.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43531", - "right": "issue:43742", - "accept": false, - "reason": "Different bugs: Qwen3-MoE sliding-window behavior vs MobileLLM-125M load key error." - }, - { - "left": "issue:43653", - "right": "issue:43927", - "accept": false, - "reason": "Both involve token-related problems, but one is BigBird special-token registration and the other is DiaConfig save/load custom token IDs; not the same bug." - }, - { - "left": "issue:44464", - "right": "issue:44977", - "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is separate from a flash-attention generation failure in Qwen3.5." - }, - { - "left": "issue:43577", - "right": "issue:45588", - "accept": false, - "reason": "Unrelated issues: dtype propagation in BLIP2 loading vs flash_attention.py crashing on s_aux=None." - }, - { - "left": "issue:43550", - "right": "issue:43927", - "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to DiaConfig token ID loss on save/load." - }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression for Qwen VL models is not the same as num_labels propagation between configs." + "reason": "Different regressions: video-input handling vs num_labels propagation." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Different failure modes and models: Bamba compile/SDPA vs MLukeTokenizer AttributeError on tasks." + "reason": "Unrelated problems: torch.compile SDPA failure vs tokenizer AttributeError." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different code paths: device-map cuda assert vs compiled-forward chunked generation mismatch." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype handling and MPS attention correctness are unrelated code paths." + "reason": "Distinct issues: BLIP2 dtype loading vs MPS attention correctness." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "43906 is only an isolated reproduction reference; insufficient evidence that it is the same underlying tokenizer regression." - }, - { - "left": "issue:41720", - "right": "issue:44464", - "accept": false, - "reason": "Qwen3 auto device-map cuda assert and compiled-forward generation inconsistency are different bugs." + "reason": "Both concern tokenization, but one is a version-regression report and the other is a reproduction of a different linked issue; same root cause is not established." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Trainer GPU broadcast NoneType error and TrainerState token counter not updating are unrelated." + "reason": "Different trainer bugs: GPU broadcast NoneType vs token-count tracking." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy field loading in BeitForSemanticSegmentation is not the same as BitNet packed-weight unpacking during accelerate loading." + "reason": "Different model-loading failures with different mechanisms and components." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Different model-loading paths and failures; no shared underlying defect is evident." + "reason": "BEiT load failure and Bamba compile failure are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Model key-loading error vs AutoImageProcessor URL loading are separate issues." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Pretrained loading legacy-field issue is unrelated to OmDet-Turbo processor image-size mismatch." + "reason": "Different bugs: legacy field loading vs processor/model input-size mismatch." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Both touch serialization, but one is lm_head.weight device-dependent save behavior and the other is sinq quantization save/load breakage." - }, - { - "left": "issue:43742", - "right": "issue:44821", - "accept": false, - "reason": "MobileLLM key error and AutoImageProcessor-from-URL loading are different loader failures." + "reason": "Both involve save/load behavior, but one is tied-weight serialization and the other is quantized-model persistence; not the same bug." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer broadcast error is unrelated to Qwen2-VL multi-GPU training support." + "reason": "Trainer broadcast error and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL and GenerationMixin import failure are unrelated." + "reason": "Multi-GPU training issue vs import error for GenerationMixin; different layers entirely." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file loading breakage is not the same as a specific model that cannot be loaded." + "reason": "Both are load-time failures, but one is gguf_file handling and the other is a specific model load regression." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 device-mapping mismatch is unrelated to sinq quantized save/load corruption." - }, - { - "left": "issue:43278", - "right": "issue:43688", - "accept": false, - "reason": "Embedding dtype drift during evaluate is unrelated to auxiliary-loss normalization in MoE models." + "reason": "Different failures: device-map mismatch during forward vs quantized save/load breakage." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43720", + "right": "issue:43927", "accept": false, - "reason": "Qwen3.5 hidden-states behavior and incorrect visual-encoder save keys are different regressions." + "reason": "Packed-weight accelerate loading and custom-token-ID loss on save/load are unrelated." }, { "left": "issue:43525", "right": "issue:43572", - "accept": false, - "reason": "Both mention missing pad-token fields, but they are different configs and different attribute names; not enough to treat as one bug." + "accept": true, + "reason": "Both report post-v5 missing pad-token config attributes on different model configs; likely the same shared config compatibility regression." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch and DiaConfig token-ID loss are unrelated." + "reason": "CPU-offload device mismatch and config token-ID loss after save/load are different bugs." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to config token-ID persistence." + "reason": "Dtype mismatch in eval and auxiliary-loss normalization are not the same issue." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio chat-template sampling-rate default and processor/tokenizer API regression are separate processor issues." + "reason": "Audio chat-template sampling-rate default and processor.tokenizer regression are separate processor bugs." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 regressions: hidden-state output vs incorrect save_pretrained keys." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer bug and GPTNeoX rotary_pct reload bug are only loosely related by theme." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL training issue and custom compute_loss signature error are unrelated." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation and NaNs in classification heads are different problems." + "reason": "num_labels propagation and NaNs after init/checkout are different symptoms and code paths." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer AttributeError are unrelated." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to pipeline translation-task messaging." + "reason": "SigLIP2 implementation discrepancy and pipeline error-message regression are distinct." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenization regressions, but one is mdeberta special-token insertion and the other is Granite token ID mapping; different concrete bugs." + "reason": "Both are tokenizer regressions, but they affect different families and do not clearly share the same code path." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "Different loading paths and failures: BitNet accelerate unpacking vs MLukeTokenizer AttributeError." + "reason": "Tokenizer spacing bug and MacOS bus error on CLIP are unrelated." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model-load failure vs dependency-version bump are not duplicates." + }, + { + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Tokenizer added-space behavior and MacOS CLIP bus error are unrelated." + "reason": "Documentation/example errors and core implementation discrepancy are different problem types." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft-edge pair (issue:43525 / issue:43572) is plausibly a shared v5 config regression around missing pad-token attributes, and the other rejected pairs are described with appropriately cautious, title-based reasoning. No PR-pair mergeability issue applies here." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 22, "review_unit_count": 49, "status": "reviewed", @@ -6944,6 +6886,8 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ + "issue:29942", + "issue:30333", "issue:33357", "issue:33666", "issue:39692", @@ -6978,261 +6922,244 @@ "issue:44734", "issue:44792", "issue:44843", - "issue:44964", "issue:44977", "issue:45083", "issue:45200", "issue:45229", "issue:45405", - "issue:45406", "issue:45520", "issue:45584", "issue:45759", "issue:45803", "issue:45823", - "issue:45987", - "issue:46121" + "issue:45987" ], "soft_pairs": [ - "issue:44964|issue:45405", - "issue:39692|issue:43493", "issue:43540|issue:44977", "issue:43493|issue:43844", - "issue:43278|issue:43844", + "issue:45200|issue:45229", "issue:43334|issue:43572", "issue:45803|issue:45987", - "issue:45200|issue:45229", - "issue:44488|issue:44843", "issue:43756|issue:45083", + "issue:44488|issue:44843", + "issue:43278|issue:43844", "issue:43257|issue:43299", "issue:43334|issue:45759", "issue:39692|issue:43295", "issue:43824|issue:44589", + "issue:43646|issue:44466", "issue:45229|issue:45823", "issue:43572|issue:44291", - "issue:43646|issue:44466", "issue:44589|issue:45520", "issue:33357|issue:33666", "issue:43504|issue:43606", "issue:43927|issue:44361", "issue:44464|issue:45584", - "issue:43504|issue:43653", "issue:43606|issue:44112", + "issue:43504|issue:43653", "issue:43575|issue:45405", + "issue:43278|issue:43701", "issue:43994|issue:44493", "issue:44792|issue:45405", - "issue:43278|issue:43701", "issue:44423|issue:44734", - "issue:45406|issue:46121" + "issue:29942|issue:30333" ], - "prepared_review_unit_hash": "4c7e0bfe170f5a055da0aaa5fd766cf4bde154a0ddf1f1b42f7753c796411ba5", + "prepared_review_unit_hash": "1be502d3b9b81c603d6a02cb8e5236d4ef6fd2b9fe235b9c66d1809be5ec4256", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36947, - "estimated_input_tokens": 9237, - "estimated_eval_tokens": 18730 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35666, + "estimated_input_tokens": 8917, + "estimated_eval_tokens": 18090 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated model-loading, config, serving, or training bugs, and the soft pairs are topical similarities rather than true duplicates. No single issue or PR cleanly represents the cluster.", - "confidence": 0.99, - "canonical_issue_reason": "No canonical issue: the items span many distinct models and failure modes, so there is no shared underlying bug to collapse onto one issue.", - "canonical_pr_reason": "No PRs are present in the cluster.", - "best_issue_reason": "No global best issue: any one item would be too narrow and would misrepresent the cluster\u2019s mixed bug themes.", - "best_pr_reason": "No PRs are present in the cluster.", + "summary": "The cluster is a grab bag of mostly unrelated issues across model loading, multimodal processing, generation, config regressions, and CI/test failures. None of the proposed soft pairs look like true duplicates; they usually share only a broad model family or subsystem.", + "confidence": 0.93, + "canonical_issue_reason": "Issue:43257 is the most concrete, code-path-specific bug in the set (Qwen3 MoE loading with accelerate+deepspeed), so it is the best single issue to anchor on if one must pick a representative. The rest of the items are largely orthogonal.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43257 is the strongest standalone report: reproducible, narrowly scoped, and tied to a real loading/conversion path. Several others are docs/test or high-level symptom reports with weaker duplicate-candidate value.", + "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44964", - "right": "issue:45405", - "accept": false, - "reason": "Both are loading-related, but one is a Phi-4 multimodal model load failure and the other is a PEFT version pin/release mismatch; different root causes." - }, - { - "left": "issue:39692", - "right": "issue:43493", - "accept": false, - "reason": "Same model family, but one is a documentation/example problem while the other is an HF-vs-JAX implementation discrepancy; not the same bug." - }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Both involve Qwen multimodal models, but the failures are different: video input validation in Qwen3OmniMoe vs flash-attention generation behavior in Qwen3.5." + "reason": "Different Qwen multimodal failures: one is a video-input ValueError in Qwen3OmniMoe, the other is a flash-attention generation issue in Qwen3.5." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 discrepancy vs DeepSpeed gradient explosion are different code paths and symptoms; no shared underlying defect." + "reason": "SigLIP2 implementation discrepancy vs ZeRO-3 gradient explosion are different bugs and different code paths." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Embedding dtype regression during eval is unrelated to the ZeRO-3 gradient anomaly." + "reason": "Same model family, but one is a missing text-only token-id default and the other is a multi-GPU inference OOM." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both are config attribute issues, but they affect different models and missing fields; not the same problem." + "reason": "Both mention missing config fields, but they affect different models/config classes and different failures." }, { "left": "issue:45803", "right": "issue:45987", "accept": false, - "reason": "Both touch utility contracts, but one is a bare-except bug in Fuyu tensor conversion and the other is a StaticCache return-type mismatch." + "reason": "Unrelated code paths: one swallows exceptions in tensor conversion, the other violates a cache-length return-type contract." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:43756", + "right": "issue:45083", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting and Gemma4 multi-GPU OOM are separate issues with different failure modes." + "reason": "RoPE-layer loss in Smollm3 and feature-extract length behavior in qwen3_omni_moe are different issues." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "A model load failure and an offline-mode tokenizer hub call are only loosely related; different underlying causes." + "reason": "Both involve loading, but one is a specific model load failure and the other is an offline-mode regression from an unconditional hub call." }, { - "left": "issue:43756", - "right": "issue:45083", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Both mention RoPE-related internals, but one is about missing RoPE layers in Smollm3 and the other is a helper length computation in qwen3_omni_moe." + "reason": "Embedding dtype drift in evaluation is not the same as gradient growth under HfDeepSpeedConfig + ZeRO-3." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both concern Qwen3 MOE loading, but one is accelerate+deepspeed weight conversion and the other is a dev-version load regression; not the same concrete bug." + "reason": "Both are Qwen MoE-related, but one is accelerate/deepspeed weight conversion and the other is a dev-version loading regression for Qwen3VL MoE." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both are multimodal config issues, but one is missing pad_token_id on Qwen3-VL text config and the other is failure to unwrap text_config in AutoModelForCausalLM.from_config." + "reason": "Both touch multimodal config handling, but one is a missing pad token id and the other is failure to unwrap composite text_config in from_config." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation/example errors for SigLIP2 are unrelated to the processor.tokenizer regression in a separate multimodal code path." + "reason": "Docs-example errors and a processor.tokenizer regression are separate problems with different fixes." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "ImportError for Qwen2_5_VL and missing Float8 storage support are unrelated issues." + "reason": "Importing a missing model class and failing to resolve Float8 storage are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are different failure modes." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4-related, but one is an inference OOM and the other is a device mismatch with device_map='auto'; different bugs." + "reason": "CUDA OOM on Gemma4 multi-GPU inference is unrelated to a device mismatch in PLE forward." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "StableLmConfig missing pad_token_idx and init_empty_weights receiving _is_hf_initialized are distinct initialization/config regressions." - }, - { - "left": "issue:43646", - "right": "issue:44466", - "accept": false, - "reason": "Custom model initialization breakage and lm_head serialization inconsistency are different bugs in different parts of the stack." + "reason": "Missing pad_token_idx in StableLmConfig and unexpected _is_hf_initialized argument during init_empty_weights are separate regressions." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage lookup failure and flash_attn import_utils KeyError are unrelated environment/import problems." + "reason": "Float8 storage lookup failure and flash_attn import KeyError on Python 3.13 do not share the same root cause." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS bus error with CLIP and Qwen2-VL multi-GPU training are completely different issues." + "reason": "MacOS bus error for a CLIP model and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "BEiT legacy field loading and bark-small CPU offload device mismatch are unrelated model-specific bugs." + "reason": "Legacy-field model loading and CPU-offload device mismatch are different bugs." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig token ID persistence and MLukeTokenizer AttributeError affect different components and error modes." + "reason": "Save/load token-ID corruption and MLukeTokenizer AttributeError are distinct tokenizer issues." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is not the same as Whisper empty-transcription failure after align_special_tokens." + "reason": "Chunked generation with compiled forward and empty-transcription Whisper generation after align_special_tokens are different code paths." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Both are loading/tokenizer-related, but BEiT legacy-field loading and BigBirdTokenizer special-token registration are separate bugs." + "reason": "One is a real CPU-offload mismatch bug; the other is a stale CI test failure." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "A real CPU-offload device mismatch is not the same as a stale CI test failure." + "reason": "A legacy-field preset load failure is not the same as a tokenizer special-token registration bug." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Qwen2-57B TP OOM and a PEFT version bump are unrelated." + "reason": "Tensor-parallel OOM and an unreleased dependency version bump are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype mismatch and resume_from_checkpoint key mismatch are different regressions." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 producing nonsensical outputs and unexpected position-id keys across many models are different regression classes." + "reason": "SigLIP2 producing nonsense outputs and unexpected position-id keys across many models are too different to merge." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A janus test failure and a PEFT minimum-version bump are unrelated." - }, - { - "left": "issue:43278", - "right": "issue:43701", - "accept": false, - "reason": "Embedding dtype regression and resume_from_checkpoint key mismatch do not share a concrete code path." + "reason": "Janus image-generation test failure and a PEFT version constraint issue are unrelated." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serving-time crashes, but one is a multimodal 'str.to' error and the other is KV-cache tensor indexing; distinct bugs." + "reason": "Both are serve-related, but continuous-batching crashes from a string/.to issue and KV-cache continuation indexing are distinct bugs." }, { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and JSON-loaded rope-key validation TypeError are unrelated." + "reason": "Flash Attention 2 test failures and MLflow reporting after training failure are completely different problems." } ] }, @@ -7246,7 +7173,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 23, "review_unit_count": 49, "status": "reviewed", @@ -7259,8 +7186,6 @@ "issue:15354", "issue:28218", "issue:29159", - "issue:29942", - "issue:30333", "issue:32090", "issue:34567", "issue:37428", @@ -7271,6 +7196,7 @@ "issue:43450", "issue:43493", "issue:43540", + "issue:43550", "issue:43572", "issue:43582", "issue:43696", @@ -7286,7 +7212,6 @@ "issue:44610", "issue:44849", "issue:44898", - "issue:44936", "issue:44964", "issue:44977", "issue:44987", @@ -7298,253 +7223,255 @@ "issue:45290", "issue:45325", "issue:45356", + "issue:45406", "issue:45412", "issue:45446", "issue:45520", "issue:45588", "issue:45823", - "issue:46050" + "issue:46050", + "issue:46121" ], "soft_pairs": [ "issue:43873|issue:46050", - "issue:29942|issue:30333", + "issue:45406|issue:46121", "issue:45588|issue:46050", "issue:42490|issue:43696", "issue:44521|issue:45290", "issue:43844|issue:44964", - "issue:28218|issue:34567", "issue:45084|issue:45520", + "issue:28218|issue:34567", "issue:44554|issue:45446", "issue:29159|issue:32090", - "issue:43540|issue:45200", "issue:43582|issue:44977", + "issue:43540|issue:45200", "issue:15354|issue:38175", - "issue:43232|issue:44849", "issue:37428|issue:43957", "issue:45200|issue:45823", + "issue:43232|issue:44849", "issue:45072|issue:45198", - "issue:44315|issue:44849", "issue:43493|issue:43701", - "issue:43295|issue:44610", - "issue:44554|issue:45356", + "issue:44315|issue:44849", "issue:43572|issue:44987", + "issue:43295|issue:44610", "issue:43572|issue:43957", "issue:37428|issue:43824", + "issue:44554|issue:45356", "issue:43295|issue:43450", - "issue:44898|issue:45412", "issue:45200|issue:45325", "issue:44466|issue:45127", - "issue:43844|issue:44936", - "issue:43295|issue:43873" + "issue:44898|issue:45412", + "issue:43295|issue:43873", + "issue:43550|issue:43844" ], - "prepared_review_unit_hash": "3f97a6ca6c30821392fbd89d94cc395c5194aac6667faf205f373f6deb694b3b", + "prepared_review_unit_hash": "238f02d8b68407916ab34150f7db542dd13bd2ba3d511b051c96dbddcd7a3b8c", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36785, - "estimated_input_tokens": 9197, - "estimated_eval_tokens": 18650 + "serialized_chars": 36891, + "estimated_input_tokens": 9223, + "estimated_eval_tokens": 18702 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a mixed bag of unrelated Hugging Face/Transformers bug reports; none of the soft pairs are strong enough to merge as duplicates. There are no PRs in the cluster. If a representative issue is needed, issue 44521 is the strongest single candidate because it is specific, reproducible, and has the most substantive discussion among the active reports.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 44521 is the clearest, most actionable open bug report here: it describes a concrete multimodal `apply_chat_template` failure, has strong discussion/inbound references, and is more specific than the broader or more ambiguous issues.", + "summary": "The cluster is largely heterogeneous: most items are distinct bugs across tokenizer, multimodal processing, quantization, loading, and training paths. The soft overlaps are mostly broad topical similarity rather than true duplicates, so I reject all soft edges.", + "confidence": 0.47, + "canonical_issue_reason": "If a single issue must represent the cluster, issue 43295 is the broadest multimodal processor/tokenizer regression and the closest match to the few tokenizer/processor-adjacent items here. That said, the cluster is not duplicate-tight overall.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the best representative issue overall because it is well-scoped, user-facing, and has enough engagement to serve as a stable canonical reference.", + "best_issue_reason": "Issue 43295 is the most representative user-facing regression in the set because it spans a common API break around processor.tokenizer and image-to-tokenizer behavior. It is still only a loose umbrella, not a true cluster duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Both mention quantization, but one is an offloading behavior issue and the other is a save/load corruption regression; different code paths and symptoms." + "reason": "Both are quantization-related, but one is an offloading problem and the other is a save/load corruption bug for sinq; different code paths." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "FlashAttention CI failures and MLflow reporting behavior are unrelated subsystems." + "reason": "Gemma4Processor _tokenizer AttributeError and rope-parameter dict/list validation are unrelated failures." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "A flash-attention crash on `s_aux=None` is unrelated to a quantized model breaking after save/load." + "reason": "flash_attention sink-less crash with s_aux=None is unrelated to quantized model persistence after save_pretrained/from_pretrained." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "A local-path import warning and a CUDA OOM report are not the same bug." + "reason": "A trailing-slash import warning and a CUDA OOM are not the same bug." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve `apply_chat_template`, but one is all-zero assistant masks for multimodal inputs while the other crashes on tool-call assistant messages with no content." + "reason": "Both hit apply_chat_template, but one is all-zero assistant masks for multimodal inputs and the other is a tool-call/no-content crash; different edge cases." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient instability and a Phi-4 multimodal loading failure are unrelated." + "reason": "ZeRO-3 gradient growth and a model loading import failure are unrelated." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." + "reason": "Template-node compile error vs flash_attn import KeyError on Python 3.13 are different problems." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "A compilation error for non-template nodes is not the same as a Python 3.13 `flash_attn` import key error." + "reason": "Tokenizer spacing after an added token is unrelated to TrainerState.num_input_tokens_seen not updating." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "An MPS attention correctness issue and a PyTorch version-check/import guard bug are different problems." + "reason": "MPS attention correctness and a PyTorch version-check import bug in flex_attention are different issues." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is unrelated to the `_gpu_broadcast_one` NoneType error in Trainer." - }, - { - "left": "issue:43540", - "right": "issue:45200", - "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe is unrelated to Gemma 4 text-only `mm_token_type_ids` defaults." + "reason": "Slow/fast tokenizer inconsistency is unrelated to the Trainer _gpu_broadcast_one NoneType error." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon allocator warmup errors and Qwen3.5 flash-attention generation failures are different code paths." + "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation failure are unrelated." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "TorchScript GeneratorExp export failure is unrelated to the SigLIP2 zero-probability report." + "reason": "Video input processing failure and Gemma4 mm_token_type_ids defaulting are different multimodal bugs." }, { - "left": "issue:43232", - "right": "issue:44849", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "A generation kwargs sync issue is not the same as the Qwen3.5 `output_hidden_states=True` bug." + "reason": "torch.jit.script export failure and SigLIP2 zero probabilities are unrelated model/runtime issues." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "A flash-attention import symbol error and a `torch.device('meta')` model-loading regression are distinct failures." + "reason": "flash_attention_utils import failure and meta-device model loading regression are unrelated." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Missing default multimodal token type ids and a Gemma4 PLE device-mapping mismatch are not the same bug." + "reason": "Both are Gemma4 issues, but one is missing mm_token_type_ids defaults and the other is a device placement mismatch during forward." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:43232", + "right": "issue:44849", "accept": false, - "reason": "Dtype mismatches in inference and Wav2Vec2 save/tokenization failures do not share a concrete code-path." + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 output_hidden_states behavior are different bugs." }, { - "left": "issue:44315", - "right": "issue:44849", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "Liger Kernel not being applied with `model_init` is unrelated to the hidden-states bug in Qwen3.5." + "reason": "dtype mismatch in bfloat16 inference is unrelated to Wav2Vec2 save_pretrained/tokenization failure." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "A SigLIP2 HF/JAX discrepancy and a resume-checkpoint key mismatch are different issues." + "reason": "SigLIP2 HF-vs-JAX discrepancy and resume_from_checkpoint key mismatch do not share the same underlying bug." }, { - "left": "issue:43295", - "right": "issue:44610", + "left": "issue:44315", + "right": "issue:44849", "accept": false, - "reason": "The processor/tokenizer regression and the OmDet-Turbo image-size mismatch are separate preprocessing bugs." + "reason": "Liger Kernel not applied in model_init is unrelated to the Qwen3.5 hidden-states regression." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:43572", + "right": "issue:44987", "accept": false, - "reason": "An MPS attention correctness problem is unrelated to the Kimi-K2.5 tokenizer regression." + "reason": "StableLmConfig pad_token_idx and loading physical-intelligence/fast are unrelated." }, { - "left": "issue:43572", - "right": "issue:44987", + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "A missing `pad_token_idx` config field is not the same as a model-loading failure for `physical-intelligence/fast`." + "reason": "Both concern processors, but one is a processor.tokenizer regression and the other is an OmDet-Turbo resolution mismatch; different bugs." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Config defaults and meta-device loading failures are different regression types." + "reason": "Missing pad_token_idx in config and meta-device model loading breakage are unrelated." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "These are both import errors, but they involve different symbols and model families with no shared concrete bug." + "reason": "These are different import errors for different missing symbols/modules." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "A processor/tokenizer regression is not the same as batched video shape handling." + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec handling are unrelated." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "Perceiver interpolation failures and RT-DETR memory-release behavior are unrelated." + "reason": "Processor/tokenizer API regression and batched video shape mismatch are different processor bugs." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma 4 text-only defaults and Qwen2.5-VL rope-index scaling are different multimodal bugs." + "reason": "Gemma4 mm_token_type_ids defaults and Qwen2.5-VL rope scaling are unrelated." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both touch tied weights, but one is serialization/device-dependent state and the other is LoRA merge collapse with extended vocab; too different to merge." + "reason": "Tied-weight serialization and LoRA merge collapse with extended vocabulary are only loosely related, not the same code-path." }, { - "left": "issue:43844", - "right": "issue:44936", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Gradient explosion during training and `trainer.evaluate()` failing after `trainer.train()` are not the same failure mode." + "reason": "Perceiver interpolate_pos_encoding failure and RT-DETR memory leak are unrelated." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer image handling and quantization offloading are unrelated subsystems." + "reason": "Processor/tokenizer regression and quantization offloading behavior are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile+SDPA failure and ZeRO-3 gradient drift are distinct training issues." } ] }, @@ -7558,7 +7485,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 24, "review_unit_count": 49, "status": "reviewed", @@ -7590,13 +7517,13 @@ "issue:43653", "issue:43819", "issue:43824", - "issue:43825", "issue:43827", "issue:43856", "issue:43901", "issue:43975", "issue:44112", "issue:44206", + "issue:44351", "issue:44442", "issue:44448", "issue:44514", @@ -7621,229 +7548,235 @@ "issue:43334|issue:43525", "issue:44792|issue:45563", "issue:43824|issue:43975", - "issue:43388|issue:43526", "issue:42915|issue:43824", - "issue:43975|issue:45520", + "issue:43388|issue:43526", + "issue:43450|issue:43575", "issue:42490|issue:43493", + "issue:43975|issue:45520", "issue:28218|issue:35141", + "issue:43653|issue:44112", "issue:43278|issue:43856", "issue:38175|issue:43493", - "issue:43450|issue:43575", - "issue:43653|issue:44112", - "issue:38175|issue:45412", "issue:44442|issue:45198", "issue:44514|issue:44521", - "issue:44206|issue:45584", + "issue:38175|issue:45412", "issue:43827|issue:43901", + "issue:44206|issue:45584", "issue:43262|issue:43450", "issue:43819|issue:44112", "issue:44610|issue:44857", "issue:43819|issue:45083", "issue:37428|issue:43425", - "issue:45127|issue:45245", "issue:43335|issue:43550", "issue:43606|issue:45083", "issue:44857|issue:45593", + "issue:45127|issue:45245", "issue:45290|issue:45381", "issue:44448|issue:44743", - "issue:43278|issue:43825" + "issue:37428|issue:44351" ], - "prepared_review_unit_hash": "822e6bbf16e338a2c1e5a88b2f3efb4b099947d4b778664de1cf8c87542e85e6", + "prepared_review_unit_hash": "b13aecbd2565dfbbc73976ea46b4e88765e50508d01054fb7516564e4a8eae93", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36537, - "estimated_input_tokens": 9135, - "estimated_eval_tokens": 18526 + "serialized_chars": 36501, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft links are mostly superficial title similarity across unrelated bugs. I would not merge any of the proposed pairs; they span different models, different APIs, or different failure modes. The best issue representative is the open multimodal chat-template bug because it is user-facing, active, and has the strongest issue-level signal among this noisy set.", - "confidence": 0.84, - "canonical_issue_reason": "issue:44521 is the most representative issue here: it is open, has the strongest inbound-reference/discussion signal, and describes a concrete user-facing bug in a core multimodal API (`apply_chat_template`).", + "summary": "This cluster is not a duplicate set; the soft pairs are mostly title-similarity false positives across unrelated bugs, models, and subsystems.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits: the items cover unrelated regressions in tokenization, multimodal chat templates, import errors, model-specific behavior, and training/runtime issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best standalone issue candidate for the same reasons: it is active, specific, and broader/more actionable than the other candidates in this set.", + "best_issue_reason": "No global best issue: none of the issues is representative of the whole set because the cluster is heterogeneous rather than one underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both mention missing `pad_token_id`, but they affect different model configs (`Qwen3VLTextConfig` vs `Llama4Config`) and do not clearly describe the same concrete code-path bug." + "reason": "Both mention missing pad_token_id, but they are different config classes for different model families; likely same symptom, not the same bug." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "These are unrelated failures: a Janus image-generation test failure versus a stale `num_return_sequences` warning in paged generation." + "reason": "Different failures: a Janus image-generation test versus a stale paging warning for num_return_sequences." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "One is an import error for a missing top-level class; the other is a detokenization regression for a specific model. Different bugs, different code paths." - }, - { - "left": "issue:43388", - "right": "issue:43526", - "accept": false, - "reason": "Both involve labels, but one is `gather_for_metrics` dropping tuple elements while the other is `BeitImageProcessorFast.reduce_labels` returning the wrong label array. Not the same bug." + "reason": "ImportError for a Qwen2.5-VL symbol versus a DeepSeek detokenization regression; unrelated code paths." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "A Qwen3MoE FP8 config failure and a missing-export import error are unrelated." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-VL import error are unrelated." }, { - "left": "issue:43975", - "right": "issue:45520", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Detokenization for DeepSeek-Coder and a Python 3.13 `flash_attn` import-utils error are unrelated." + "reason": "Both involve labels, but one is gather_for_metrics batching and the other is BeitImageProcessorFast reduction logic." }, { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "A local-path import warning and a SigLIP2 correctness discrepancy are not the same underlying issue." + "reason": "Video processor shape bug and Qwen2 OOM with tensor parallelism are unrelated." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resizing are separate tokenizer/model-init bugs." + "reason": "Local-path import warning and SigLIP2 implementation discrepancy are not the same bug." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:43975", + "right": "issue:45520", "accept": false, - "reason": "BF16/FP32 dtype drift in evaluation and Qwen3 MoE memory inefficiency are different training/runtime problems." + "reason": "Detokenization regression and a Python 3.13 flash_attn import KeyError are unrelated." }, { - "left": "issue:38175", - "right": "issue:43493", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Both mention SigLIP2, but one is zero probabilities and the other is an HF-vs-JAX discrepancy; not enough to conclude the same bug." + "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are different issues." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Batched video-shape handling and tensor-parallel OOM on a large model are unrelated." + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI stale test failure are unrelated." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "A tokenizer special-token registration bug and a GraniteSpeech CI test issue are not the same defect." + "reason": "Embedding dtype drift in evaluate and Qwen3 MoE memory usage are different problems." }, { "left": "issue:38175", - "right": "issue:45412", + "right": "issue:43493", "accept": false, - "reason": "Both are model/runtime complaints, but one is SigLIP2 output behavior and the other is RT-DETR memory release; unrelated." + "reason": "Same model family, but one is zero probabilities on a specific SigLIP2 model and the other is a broader HF-vs-JAX discrepancy; not enough to treat as one bug." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "AutoTokenizer loading failure and Wav2Vec2 save/tokenization failure are different tokenizer/model integration bugs." + "reason": "FastSpeech2Conformer tokenizer loading and Wav2Vec2 save/tokenization failure are separate speech-tokenizer bugs." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both involve `apply_chat_template`, but one crashes on batched input with `padding=False` while the other returns all-zero assistant masks for multimodal inputs; these are not clearly the same concrete bug." + "reason": "Both touch apply_chat_template, but one crashes on batched padding=False input while the other returns all-zero assistant masks for multimodal inputs." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "An unsupported `center` argument in an audio feature extractor and Whisper failing on empty transcription are unrelated." + "reason": "SigLIP2 probability bug and RT-DETR memory release issue are unrelated." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs mismatches, but they concern different APIs and different deprecations (`pipeline()` removal vs `return_all_scores`)." + "reason": "Both are docs regressions around pipeline APIs, but they document different changes and are not the same underlying issue." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "LasrFeatureExtractor center-arg crash and Whisper empty-transcription failure are unrelated audio bugs." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and video batched-shape handling are unrelated processor bugs." + "reason": "Audio chat-template sampling-rate defaulting and video batch-shape issues are unrelated." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "A DAC latent/STE mismatch and a stale GraniteSpeech test are unrelated." + "reason": "DAC forward mismatch and a GraniteSpeech device-override test failure do not share a concrete code path." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor output resolution mismatch and an AMP crash in a loss implementation are different issues." + "reason": "OmDet-Turbo input-size mismatch and LwDetrImageLoss AMP crash are different detection-model failures." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent reconstruction mismatch and a Qwen3 Omni helper length calculation bug are unrelated." + "reason": "DAC latents mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "A missing flash-attention utility import and Torch 2.10 incompatibility are not the same bug." - }, - { - "left": "issue:45127", - "right": "issue:45245", - "accept": false, - "reason": "LoRA merge collapse with extended vocab and a category-count runtime limit are unrelated." + "reason": "ImportError for a specific flash-attn helper and a broad Torch 2.10 incompatibility report are not the same bug." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "A sparse-layer config bug and a torch.compile/SDPA failure in Bamba are different model/runtime problems." + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile/SDPA failure are unrelated." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU-offload device mismatch and a Qwen3 Omni feature-length helper bug are unrelated." + "reason": "CPU offload device mismatch and qwen3_omni_moe output-length helper behavior are unrelated." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "One is an AMP/CUDA crash in loss computation; the other is missing auxiliary losses when denoising is off. Different code paths." + "reason": "LwDetrImageLoss AMP crash and D-FINE auxiliary-loss omission are separate training bugs." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with extended vocabulary and a category-count limit error are unrelated." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "`apply_chat_template` tool-call handling and Qwen2.5-VL video position IDs are different multimodal bugs." + "reason": "Chat-template crash on tool-call assistant messages and qwen2.5-vl vision_position_ids are different multimodal paths." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus v4/v5 output differences and Qwen3 modular recurrent-state reset issues are unrelated." + "reason": "Pegasus v4/v5 output difference and Qwen3_5 recurrent-state reset bug are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different versioning issues." } ] }, @@ -7857,7 +7790,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 25, "review_unit_count": 49, "status": "reviewed", @@ -7873,11 +7806,11 @@ "issue:32090", "issue:34689", "issue:35141", - "issue:37428", "issue:38175", "issue:39692", "issue:40444", "issue:42490", + "issue:43278", "issue:43335", "issue:43504", "issue:43526", @@ -7889,12 +7822,12 @@ "issue:43720", "issue:43723", "issue:43819", + "issue:43825", "issue:43854", "issue:43931", "issue:44112", "issue:44206", "issue:44292", - "issue:44351", "issue:44360", "issue:44448", "issue:44462", @@ -7917,22 +7850,22 @@ "issue:45859" ], "soft_pairs": [ + "issue:43278|issue:43825", "issue:45200|issue:45588", - "issue:37428|issue:44351", - "issue:44206|issue:45823", "issue:29942|issue:32090", "issue:43611|issue:43931", + "issue:44206|issue:45823", "issue:43335|issue:43653", "issue:43550|issue:44112", "issue:43819|issue:44493", "issue:44855|issue:45083", "issue:44360|issue:44561", "issue:43335|issue:43504", - "issue:39692|issue:43526", - "issue:45310|issue:45478", "issue:45588|issue:45859", "issue:43335|issue:45083", "issue:29127|issue:32090", + "issue:45310|issue:45478", + "issue:39692|issue:43526", "issue:39692|issue:44493", "issue:44292|issue:45520", "issue:43720|issue:44112", @@ -7945,258 +7878,258 @@ "issue:43606|issue:44857", "issue:34689|issue:35141", "issue:44857|issue:45072", - "issue:40444|issue:43526", - "issue:44561|issue:44779", "issue:44448|issue:44977", + "issue:44561|issue:44779", "issue:44462|issue:44561", - "issue:43723|issue:44554", + "issue:40444|issue:43526", "issue:28218|issue:32090", - "issue:43701|issue:45083" + "issue:43701|issue:45083", + "issue:43723|issue:44554" ], - "prepared_review_unit_hash": "e3e1be07932ce3d606471ff27e17f5c2767514a7241eafaf293c9b5a91cea8cb", + "prepared_review_unit_hash": "6dede5406dd1c4c3a6b796a73aaaf181a07f030adb202dac08f20b610c0fd220", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38156, - "estimated_input_tokens": 9539, - "estimated_eval_tokens": 19334 + "serialized_chars": 38149, + "estimated_input_tokens": 9538, + "estimated_eval_tokens": 19332 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mixed bag of unrelated issues. The only clear duplicate pair is the Qwen3.5 Moe `from_pretrained` error reports; the rest share broad themes but not the same underlying bug.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #45310 is the best canonical issue because it is the earlier report of the exact same Qwen3.5 Moe `from_pretrained` failure as #45478.", + "summary": "Mostly unrelated issues, with one clear duplicate pair: the two \"Qwen3.5 Moe from_pretrained error\" reports. No PRs are present in the candidate set.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 and issue:45478 describe the same Qwen3.5 Moe from_pretrained failure; 45310 is the better canonical because it appears first and has slightly more context.", "canonical_pr_reason": null, - "best_issue_reason": "#45310 is the strongest issue to keep as the representative duplicate target: same title/root problem as #45478, earlier creation, and more suitable as the primary tracker.", + "best_issue_reason": "issue:45310 is the strongest issue candidate because it is the most direct, well-scoped report for the duplicated Qwen3.5 Moe loading regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45200", - "right": "issue:45588", - "accept": false, - "reason": "Different bugs: Gemma 4 text-only finetuning `mm_token_type_ids` defaulting vs a Flash Attention crash on `s_aux=None`." - }, - { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "Both are import/load errors, but they involve different missing symbols and different code paths." + "reason": "Different bugs: dtype regression in evaluate vs pipeline error-message wording." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:45200", + "right": "issue:45588", "accept": false, - "reason": "Both are device/runtime mismatches, but for different Gemma/Qwen model paths and different failure mechanisms." + "reason": "Different components and failures: Gemma4 token-type defaults vs flash-attention s_aux None crash." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and `_gpu_broadcast_one` NoneType broadcast errors are unrelated." + "reason": "Both are CI/runtime failures, but one is FlashAttention tests and the other is Trainer broadcast NoneType." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Both are model loading issues, but one is about `base_model_prefix` handling and the other about weight shape mismatch." + "reason": "Different load failures: base_model_prefix handling vs Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Both mention model inference crashes, but the underlying causes differ: unsupported feature-extractor arg vs device-map PLE mismatch." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Different models and failures: SwitchTransformers config vs BigBird tokenizer special-token registration." + "reason": "SwitchTransformers sparse-layer config bug vs BigBirdTokenizer special-token decode issue." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Both mention CI/device issues, but they affect different models and do not share a concrete root cause." + "reason": "Different models and code paths: Bamba torch.compile SDPA issue vs GraniteSpeech stale device override CI test." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different problems in DAC vs positional-key warnings; same broad audio/model area only." + "reason": "DAC latent conversion mismatch vs a broad position-id key warning." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 import parsing error vs a helper-function behavior bug in qwen3_omni_moe." + "reason": "Python 3.13 import/script parsing bug vs qwen3_omni_moe helper length behavior." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA ReLU discussion is unrelated to the v5 removal of `is_torch_fx_available` breaking `trust_remote_code` models." + "reason": "Different topics: DSA indexer/ReLU discussion vs removal of is_torch_fx_available breaking trust_remote_code." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers config bug and BEiT semantic segmentation legacy-field load failure are unrelated." - }, - { - "left": "issue:39692", - "right": "issue:43526", - "accept": false, - "reason": "Docs/example errors in SigLIP2 vs a BeitImageProcessorFast `reduce_labels` bug." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Exact same title and same Qwen3.5 Moe `from_pretrained` regression; #45478 is a duplicate of #45310." + "reason": "SwitchTransformers sparse-layer creation bug vs BEiT legacy-field loading bug." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Different Qwen3.5-related failures: Flash Attention `s_aux=None` crash vs CPU offload incompatibility in rotary embedding." + "reason": "Both involve attention/offload, but the concrete failures differ: sink-less flash_attention crash vs Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Different subsystems and symptoms: SwitchTransformers config vs qwen3_omni_moe feature-length helper behavior." + "reason": "Unrelated Transformer internals: SwitchTransformers config vs qwen3_omni_moe feature-length helper." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error messaging and Trainer `_gpu_broadcast_one` NoneType failures are not the same bug." + "reason": "Different error surfaces: LayoutLMv3 box validation message vs Trainer GPU broadcast NoneType." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same exact reported bug and same model/version context; these are duplicate loading-error reports." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and quantization errors are unrelated to BEiTImageProcessorFast reduce_labels behavior." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 docs/example issues do not match the positional-id key warnings." + "reason": "Documentation/example errors vs a generalized unexpected position-id key warning." }, { "left": "issue:44292", "right": "issue:45520", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure and `flash_attn` import KeyError are different problems." + "reason": "Different failures: Qwen-3-8B-NVFP4 runtime error vs flash_attn import KeyError on Python 3.13." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight loading and GraniteSpeech stale device override are unrelated CI/runtime issues." + "reason": "BitNet packed-weight loading bug vs GraniteSpeech CI device override stale-test failure." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus v4/v5 output differences and DeepSeek tokenizer regressions are different code paths." + "reason": "Both are v5 behavior regressions, but one is Pegasus output drift and the other is Deepseek tokenizer correctness." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers config bug and GraniteSpeech CI failure do not share the same underlying defect." + "reason": "Different subsystems: SwitchTransformers config vs GraniteSpeech CI device-override issue." }, { "left": "issue:43335", "right": "issue:45072", "accept": false, - "reason": "SwitchTransformers config and dtype mismatches in bfloat16 inference are unrelated." + "reason": "SwitchTransformers config bug vs dtype mismatch in bfloat16 inference." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and position-id key warnings are not the same bug." + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as a position-id key warning." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation bug for Qwen3.5 is unrelated to Gemma4 multi-GPU CUDA OOM." + "reason": "Qwen3.5 flash-attention generation bug vs Gemma4 multi-GPU OOM; different root causes." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local-path slash import warning and GLM-4.7-Flash test loading failure are different issues." + "reason": "Local-path slash import warning is distinct from a specific model-loading unit-test failure." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch in Bark-small and float16 AMP crash in LwDetrImageLoss are unrelated." + "reason": "CPU offload device mismatch vs CUDA AMP float16 crash; different models and failure modes." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Llama 3.2 Vision model-loading breakage and embedding reinit on resize are different root causes." + "reason": "Llama 3.2 Vision model loading regression vs embedding reinit after resize; not the same bug." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "AMP/CUDA loss crash and bfloat16 dtype mismatch are separate numeric-stability issues." + "reason": "Different numerical issues: float16 AMP crash vs bfloat16 dtype mismatch." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "IterableDataset multi-image finetuning failure and BeitImageProcessorFast `reduce_labels` bug are unrelated." + "reason": "Both are generation regressions, but the affected model/code path differs: Pegasus vs Qwen3.5 flash-attention." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Removal of `is_torch_fx_available` breaking remote-code models is unrelated to DeepSeek tokenizer output regression." - }, - { - "left": "issue:44448", - "right": "issue:44977", - "accept": false, - "reason": "Different model families and symptoms: Pegasus output divergence vs Qwen3.5 flash-attention generation failure." + "reason": "Removal of a helper breaking trust_remote_code is unrelated to Deepseek tokenizer output changes." }, { "left": "issue:44462", "right": "issue:44561", "accept": false, - "reason": "AutoTokenizer ignoring `tokenizer.json` and v5 removal of `is_torch_fx_available` are unrelated loader regressions." + "reason": "AutoTokenizer ignoring tokenizer.json is a tokenizer loading bug, not a missing helper API breakage." }, { - "left": "issue:43723", - "right": "issue:44554", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are different bugs." + "reason": "IterableDataset multi-image fine-tuning failure is unrelated to BEiTImageProcessorFast label reduction." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer adds an extra space after added tokens; unrelated to Trainer broadcast errors." + "reason": "Tokenizer extra-space behavior and Trainer GPU broadcast error are unrelated." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length behavior are different issues." + "reason": "Checkpoint resume key mismatch is not the same as qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading in v5 and MPS attention correctness are unrelated issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The duplicate target choice is grounded: #45310 and #45478 have identical titles and the earlier report is a sensible canonical issue. The summary stays conservative by describing the rest as broad-theme overlaps rather than asserting they are duplicates. The soft-edge rejections are generally title-grounded and do not overstate evidence. No PR-pair mergeability concerns apply here." + "feedback": "Grounded overall. The canonical issue choice is supported by the packet: issues 45310 and 45478 have the same title and clearly describe the same Qwen3.5 Moe from_pretrained regression, with 45310 appearing earlier and containing slightly more detail. The soft-edge verdicts are conservative and do not overclaim equivalence from the available titles/bodies. No PRs are present, so the null PR fields are appropriate." }, "evaluator_used": true, "retried": false, @@ -8207,7 +8140,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 26, "review_unit_count": 49, "status": "reviewed", @@ -8239,9 +8172,9 @@ "issue:43927", "issue:43976", "issue:43994", - "issue:44186", "issue:44206", "issue:44448", + "issue:44451", "issue:44466", "issue:44479", "issue:44568", @@ -8255,10 +8188,10 @@ "issue:45245", "issue:45372", "issue:45406", - "issue:45412", "issue:45440", "issue:45459", "issue:45491", + "issue:45520", "issue:45563", "issue:45588", "issue:45698", @@ -8269,243 +8202,236 @@ "soft_pairs": [ "issue:37428|issue:44987", "issue:43550|issue:45083", - "issue:43927|issue:45698", "issue:32090|issue:33357", "issue:29942|issue:35141", - "issue:44568|issue:45491", + "issue:43927|issue:45698", "issue:43873|issue:45229", - "issue:44977|issue:45563", "issue:41720|issue:45229", - "issue:45372|issue:45588", - "issue:43412|issue:45588", - "issue:43278|issue:43329", - "issue:45198|issue:45803", + "issue:44568|issue:45491", + "issue:44977|issue:45563", "issue:10000|issue:15354", + "issue:43278|issue:43329", + "issue:43412|issue:45588", + "issue:45372|issue:45588", "issue:42490|issue:43575", + "issue:45198|issue:45803", + "issue:44857|issue:45588", "issue:43976|issue:45440", "issue:45459|issue:45712", "issue:45372|issue:45406", - "issue:44857|issue:45588", - "issue:45245|issue:45563", "issue:44448|issue:44466", "issue:45588|issue:45823", "issue:43278|issue:43381", "issue:43653|issue:44743", - "issue:43065|issue:43994", + "issue:45245|issue:45563", "issue:45372|issue:45459", "issue:44206|issue:44479", - "issue:43065|issue:45412", "issue:25251|issue:32090", - "issue:44186|issue:45198" + "issue:43065|issue:43994", + "issue:44451|issue:45520" ], - "prepared_review_unit_hash": "881fb2e920dc8370de6271e9cc04bbce392a311f16ccb295a303bf3542b223a6", + "prepared_review_unit_hash": "d4e19d0fa44164a83711c501ae2fd79685d22ccc8d9d512670f96b579a8ec10c", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36994, - "estimated_input_tokens": 9249, - "estimated_eval_tokens": 18754 + "soft_pair_count": 29, + "serialized_chars": 36653, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated bugs. The soft pairs mostly share only broad themes like model loading, generation, or save/load behavior, but they do not look like the same concrete underlying issue, so none should be merged as duplicates.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45588 is the most central concrete runtime bug in the cluster, and it participates in multiple soft links, making it the best representative issue here.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45588 is the strongest issue anchor: it is a specific reproducible crash, has the most cluster connectivity, and is more representative than the more niche environment/model-specific reports.", - "best_pr_reason": null, + "summary": "These items are a heterogeneous set of unrelated issue reports across many models and subsystems. None of the soft pairs look like the same underlying bug or a mergeable duplicate PR change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the candidate pairs are superficial text similarities, not the same concrete bug path.", + "canonical_pr_reason": "No PR items are present in the input.", + "best_issue_reason": "No clear global best issue for deduping; the issues cover distinct failures and should remain separate.", + "best_pr_reason": "No PR items are present in the input.", "soft_edge_verdicts": [ { "left": "issue:37428", "right": "issue:44987", "accept": false, - "reason": "Different failures: a missing internal flash-attention import vs a model-loading regression for a specific repo." + "reason": "Different failures: one is a flash-attention import error, the other is a model-loading regression for a specific repo." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Different models and code paths: torch.compile/SDPA on Bamba vs a Qwen3 Omni feature-length helper bug." - }, - { - "left": "issue:43927", - "right": "issue:45698", - "accept": false, - "reason": "Both involve save/load, but one loses custom token IDs in config while the other resolves the wrong custom module." + "reason": "Bamba torch.compile/SDPA failure and qwen3_omni_moe helper bug are unrelated code paths." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Different subsystems and symptoms: Trainer broadcast NoneType vs a MacOS bus error loading a CLIP model." + "reason": "Trainer broadcast TypeError and MacOS CLIP bus error are different symptoms with different triggers." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Unrelated bugs: Flash Attention 2 test failures vs token embedding resize reinitializing the output embedding." + "reason": "Flash Attention 2 test failures and output embedding reinitialization after resize are distinct bugs." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Tokenizer special-token handling is unrelated to Gemma3 NaN embeddings from sliding-window attention." + "reason": "Both involve save/load, but one loses custom token IDs while the other loads the wrong custom module." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Both are memory-related at a high level, but one is quantization/offloading behavior and the other is a multi-GPU OOM." + "reason": "Quantization/offloading misbehavior and multi-GPU OOM are different memory-related failures." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Different issues: a flash-attention generation regression vs a stale warning in paged generate()." + "reason": "Auto device-mapping cudaErrorAssert is not the same bug as a multi-GPU OOM." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Different concrete bugs: Qwen3 auto device mapping hits cudaErrorAssert, while Gemma4 31B hits an OOM." + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are unrelated defects." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Different failure points: Gemma4 processor import breaks on ReasoningEffort, while flash_attention.py crashes on s_aux=None." + "reason": "Flash-attention generation regression and a stale warning in paged generate() are different issues." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Export-time executorch/erfinv issues are unrelated to a runtime flash-attention AttributeError." + "reason": "German DistilBertModel and torch.jit GeneratorExp export failures are unrelated." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to undefined video-branch helpers in multimodal token counting." + "reason": "BF16-to-FP32 dtype drift and an undefined-name bug in multimodal token counting are unrelated." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Different code paths: wav2vec2 save/tokenization failure vs a bare-except bug in Fuyu tensor conversion." + "reason": "Executorch export guard/erfinv issues do not match the sink-less flash_attention AttributeError." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Completely different models and errors: DistilBert issue vs torch.jit GeneratorExp export limitation." + "reason": "Gemma4 processor import failure and flash_attention crash are different code paths." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "A trailing-slash import warning is unrelated to a tensor-parallel OOM on Qwen2-57B." + "reason": "A trailing-slash import warning and a tensor-parallel OOM are unrelated." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "Environment compatibility and model-implementation divergence are different bugs." + "reason": "Wav2Vec2 save/tokenization failures and a bare-except bug in FuyuBatchFeature are different problems." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "Both touch import fallbacks, but one hides tokenizer errors while the other is leftover dummy-class cleanup." + "reason": "LwDetr AMP/CUDA crash and flash_attention s_aux=None crash are unrelated." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Same model family, but distinct bugs: missing ReasoningEffort import vs Gemma4Processor lacking _tokenizer in serve." + "reason": "Python-version compatibility and DeepseekV3MoE divergence are not the same bug." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Different components: LwDetrImageLoss AMP crash vs flash_attention s_aux=None AttributeError." + "reason": "Tokenizer error masking and leftover dummy class leakage are unrelated maintenance issues." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "No overlap beyond being generation-related; category limit error and stale warning are unrelated." + "reason": "Gemma4 processor loading import error and serve-time missing _tokenizer are different failures." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Both are v5 regressions, but one is output divergence and the other is tied-weight serialization behavior." + "reason": "Versioned output differences for Pegasus and lm_head serialization inconsistency are separate model-behavior bugs." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Gemma4 flash-attention crash and Gemma4 PLE device mismatch are separate forward-path bugs." + "reason": "Flash_attention sinkless crash and Gemma4 PLE device mismatch are distinct forward-pass issues." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Eval-mode gradient-checkpointing restriction is unrelated to the BF16-to-FP32 embedding dtype change." + "reason": "Embedding dtype change in eval and gradient-checkpointing prohibition in eval are unrelated." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "Tokenizer special-token registration and recurrent-state reset are unrelated bugs." + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are different code paths." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "A dummy Conv2d placeholder in Sam3PixelDecoder is not the same as Siglip2 producing bad outputs." + "reason": "Category-count limit error and stale num_return_sequences warning are unrelated." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Distinct import-path bugs: missing ReasoningEffort vs tokenizer errors being swallowed by a broad exception." + "reason": "Gemma4 processor import dependency failure and tokenizer protobuf error handling are different bugs." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Different regressions: unsupported center arg in LasrFeatureExtractor vs video-input failure in Qwen VL models." + "reason": "Unsupported feature-extractor arg and Qwen video-input regression are not the same underlying defect." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "A dummy layer placeholder and a model memory-leak issue are not the same underlying bug." + "reason": "Pipeline top_k output-shape change and Trainer broadcast NoneType error are unrelated." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Pipeline output-shape change is unrelated to Trainer broadcast failures." + "reason": "Dummy Conv2d placeholder and SigLIP2 nonsensical outputs are different issues." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:44451", + "right": "issue:45520", "accept": false, - "reason": "Different tokenizers and symptoms: LayoutLMv2 NER/padding crashes vs wav2vec2 save/tokenization failure." + "reason": "Model-loading failure for ScandiBERT and Python 3.13 flash_attn import KeyError are unrelated." } ] }, @@ -8519,7 +8445,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 27, "review_unit_count": 49, "status": "reviewed", @@ -8541,6 +8467,7 @@ "issue:42490", "issue:42915", "issue:42994", + "issue:43065", "issue:43066", "issue:43257", "issue:43278", @@ -8560,9 +8487,9 @@ "issue:44279", "issue:44361", "issue:44442", - "issue:44451", "issue:44462", "issue:44610", + "issue:44625", "issue:44871", "issue:44977", "issue:45103", @@ -8571,231 +8498,245 @@ "issue:45412", "issue:45440", "issue:45491", - "issue:45520", + "issue:45584", "issue:45593", "issue:45834", "issue:45859", "issue:46121" ], "soft_pairs": [ - "issue:44451|issue:45520", - "issue:43066|issue:44462", + "issue:43065|issue:45412", + "issue:44186|issue:45198", "issue:44871|issue:44977", + "issue:43066|issue:44462", "issue:44361|issue:45198", "issue:43611|issue:46121", "issue:42915|issue:42994", - "issue:43994|issue:45412", - "issue:43756|issue:45440", "issue:33357|issue:39692", - "issue:29127|issue:34567", "issue:32090|issue:33290", "issue:42490|issue:43873", "issue:29942|issue:30064", + "issue:29127|issue:34567", + "issue:43994|issue:45412", + "issue:43756|issue:45440", "issue:43257|issue:43278", - "issue:43421|issue:45491", "issue:44265|issue:45198", - "issue:44610|issue:45412", - "issue:45440|issue:45593", + "issue:43421|issue:45491", "issue:43653|issue:44442", - "issue:43824|issue:44279", "issue:43381|issue:43701", - "issue:43526|issue:45834", - "issue:43526|issue:44186", + "issue:44610|issue:45412", + "issue:43824|issue:44279", + "issue:45440|issue:45593", "issue:29127|issue:33357", - "issue:43761|issue:45859", "issue:29942|issue:36010", - "issue:45103|issue:45372" + "issue:43526|issue:45834", + "issue:43761|issue:45859", + "issue:45103|issue:45372", + "issue:43526|issue:44186", + "issue:44625|issue:45584" ], - "prepared_review_unit_hash": "c46dbc793e9575e2c45d5f6bf554438193d7249926ae4517512a7e52da60c046", + "prepared_review_unit_hash": "392650b553f17acd09443cf5082bf258cda98c2c947f8ff868aa7e56296b9a7b", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35145, - "estimated_input_tokens": 8787, - "estimated_eval_tokens": 17830 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36320, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the soft pairs mostly share broad Transformer-area vocabulary (tokenizers, loading, quantization, vision, trainer) but not the same concrete bug or code path. I would not merge any of the soft pairs as duplicates. No PRs are present.", - "confidence": 0.81, - "canonical_issue_reason": "No true canonical duplicate stands out; if one must be chosen, issue 43873 is the broadest open runtime/loading/quantization/offloading report with the most cluster-like scope, but it does not actually subsume the others.", + "summary": "The items span many unrelated Transformers bugs across tokenizers, vision, quantization, training, and export. None of the soft pairs are close enough to be treated as the same underlying issue, so no soft merges are justified.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 is the best anchor among this set because it is still open, broadly framed, and has the strongest active discussion/inbound attention; it looks like a central user-facing runtime problem rather than a narrow edge-case report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best representative only in the sense of being the broadest, active infra-style bug in the set; however, the surrounding issues are too diverse for a strong canonical fit.", + "best_issue_reason": "issue:43873 is the most suitable global issue to keep as the representative triage target: it is active, broadly scoped, and likely to attract related quantization/offloading reports without being tied to a single model or test case.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44451", - "right": "issue:45520", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Both are import/load failures, but one is model loading and the other is a Python 3.13 flash_attn import key error; different causes and fixes." + "reason": "Different problems: a dummy Conv2d implementation in Sam3PixelDecoder vs an RT-DETR memory release issue." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Both concern tokenizers, but one is an eos/decoder-type mismatch and the other is repository tokenizer.json selection; not the same bug." + "reason": "Tokenizer crash on NER/batched padding is unrelated to Wav2Vec2 save_pretrained/tokenization failure." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Different models and failure modes: Gemma EOS config mismatch vs Qwen flash-attention generation issues." + "reason": "Different model families and failure modes: eos_token_id config mismatch vs flash-attention generation breakage." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both involve tokenization, but one is decoder-type selection and the other is AutoTokenizer ignoring tokenizer.json; not the same bug." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "Unrelated tokenizer/task failures affecting different model families and code paths." + "reason": "MLukeTokenizer AttributeError on tasks is unrelated to Wav2Vec2 save/tokenization failure." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "One is a model-loading base_model_prefix regression; the other is a rope-validation helper TypeError. No shared concrete defect." + "reason": "base_model_prefix loading regression is a different code path from rope-parameter conversion TypeError." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Both touch quantization-adjacent behavior, but one is MoE weight conversion under accelerate/deepspeed and the other is quantized model saving." + "reason": "Qwen3Moe FineGrainedFP8Config failure is not the same as quantized model saving failure." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Nonsensical outputs in SigLIP2 vs model memory not being released in RT-DETR are unrelated bugs." + "reason": "MacOS bus error loading a CLIP model is unrelated to a SigLIP2 documentation example problem." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Different model implementations and different structural divergences; not the same underlying issue." + "reason": "NoneType broadcast error in Trainer is not the same as OOM when using Adafactor with DeepSpeed." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Both mention CLIP/SigLIP-family models, but one is a Mac bus error and the other is documentation/example mistakes." + "reason": "Trailing-slash import warning and quantization/offloading malfunction are different behaviors and likely different fixes." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Different subsystems: LayoutLMv3 error messaging vs TrainerState token counting." + "reason": "Flash Attention 2 test failures are unrelated to void segmentation-map processing." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Both involve Trainer/DeepSpeed contexts, but one is a NoneType broadcast error and the other is an optimizer OOM." + "reason": "LayoutLMV3 error messaging issue is unrelated to TrainerState num_input_tokens_seen not updating." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Local-path import warning and quantization/offloading behavior are distinct loading-path issues." + "reason": "SigLIP2 bad outputs with AutoModel/pipeline do not match an RT-DETR memory reclamation bug." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Flash Attention test failures and void segmentation map processing are unrelated." + "reason": "Smollm3 RoPE-layer mismatch is a different architecture/config issue than DeepseekV3MoE divergence." }, { "left": "issue:43257", "right": "issue:43278", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is not the same as BF16-to-FP32 dtype drift during eval." + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is unrelated to embedding dtype drift during eval." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Runtime special-token post-processing and Gemma3 NaN embeddings from sliding-window attention are different defects." + "reason": "torch.export failure with torch_compilable_check is not the same as Wav2Vec2 serialization/tokenization failure." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to Wav2Vec2 save_pretrained/tokenization problems." + "reason": "Runtime special-token post-processor update bug is unrelated to Gemma3 NaN embeddings in mixed-length batching." }, { - "left": "issue:44610", - "right": "issue:45412", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Processor input-size mismatch and RT-DETR memory reclamation are different bugs." + "reason": "BigBirdTokenizer mask-token registration/empty decode is not the same as AutoTokenizer failing to load a tokenizer class." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "DeepseekV3MoE implementation drift and D-FINE auxiliary-loss behavior are not the same code-path problem." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different training-flow bugs." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:44610", + "right": "issue:45412", "accept": false, - "reason": "Both involve tokenizers, but one is BigBird special-token registration/empty decode and the other is AutoTokenizer loading a specific tokenizer class." + "reason": "Processor image-size mismatch for OmDet-Turbo is unrelated to RT-DETR memory release after deletion." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "An import error for a missing model class is not the same as a generic dependency issue." + "reason": "Missing Qwen2_5_VL export/import symbol is not the same as a generic dependency issue with transformers." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are distinct trainer-state issues." + "reason": "DeepseekV3MoE divergence is unrelated to D-FINE auxiliary losses when denoising is off." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 long OCR indexing are different image-processing bugs." + "reason": "LayoutLMV3 error-message clarity and CLIP MacOS bus error are unrelated." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:29942", + "right": "issue:36010", "accept": false, - "reason": "Different tokenizer/image-processor paths and unrelated failure modes." + "reason": "Flash Attention 2 test failures do not match the GenerationMixin import error." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "LayoutLMv3 error-message clarity and a CLIP bus error on macOS are unrelated." + "reason": "BeitImageProcessorFast reduce_labels behavior is unrelated to Kosmos2.5 long OCR index errors." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are separate model-specific bugs." + "reason": "CLIPVisionModel hidden_states regression is a different path from Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." }, { - "left": "issue:29942", - "right": "issue:36010", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Flash Attention test failures do not match a GenerationMixin import regression." + "reason": "auto_docstring annotation handling and Gemma 4 processor loading/ReasoningEffort import failure are unrelated." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "reduce_labels returning one label vs LayoutLMv2Tokenizer NER/padding crash are different tokenizer/image-processor bugs." + }, + { + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "Auto-docstring crashes under future annotations and Gemma 4 processor loading failing on a missing mistral_common symbol are unrelated." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation after align_special_tokens are unrelated." } ] }, @@ -8809,7 +8750,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 28, "review_unit_count": 49, "status": "reviewed", @@ -8822,6 +8763,7 @@ "issue:29127", "issue:33290", "issue:34567", + "issue:34689", "issue:35141", "issue:42490", "issue:42915", @@ -8831,7 +8773,7 @@ "issue:43334", "issue:43381", "issue:43388", - "issue:43441", + "issue:43452", "issue:43525", "issue:43526", "issue:43531", @@ -8840,6 +8782,7 @@ "issue:43701", "issue:43723", "issue:43761", + "issue:43873", "issue:43931", "issue:44062", "issue:44077", @@ -8850,7 +8793,6 @@ "issue:44442", "issue:44464", "issue:44479", - "issue:44625", "issue:44743", "issue:44811", "issue:44857", @@ -8863,230 +8805,243 @@ "issue:45440", "issue:45479", "issue:45491", - "issue:45584", "issue:45588", "issue:45803", "issue:45907" ], "soft_pairs": [ "issue:43334|issue:43531", - "issue:44625|issue:45584", "issue:29127|issue:35141", + "issue:44442|issue:45072", "issue:44977|issue:45245", "issue:42915|issue:43931", - "issue:44442|issue:45072", "issue:43526|issue:44857", "issue:44464|issue:45491", - "issue:43262|issue:44206", "issue:42490|issue:43381", + "issue:43262|issue:44206", "issue:43575|issue:43701", "issue:43575|issue:44387", - "issue:44062|issue:45907", "issue:44743|issue:44811", - "issue:43441|issue:45588", "issue:43646|issue:44077", + "issue:43452|issue:45588", + "issue:44062|issue:45907", "issue:43761|issue:44079", "issue:45003|issue:45440", - "issue:43232|issue:43388", "issue:43723|issue:45479", - "issue:44479|issue:45290", + "issue:43232|issue:43388", "issue:43316|issue:43525", - "issue:44442|issue:45803", - "issue:43761|issue:44188", + "issue:44479|issue:45290", "issue:44442|issue:44898", + "issue:33290|issue:34689", + "issue:33290|issue:34567", "issue:42490|issue:44743", - "issue:33290|issue:34567" + "issue:43761|issue:44188", + "issue:44442|issue:45803", + "issue:33290|issue:35141", + "issue:43381|issue:43873" ], - "prepared_review_unit_hash": "64428ce8bd1ca603d69cd72db9eeeccefa9462b340a01c766ff6585060cd8629", + "prepared_review_unit_hash": "013aa8bd52595f8814808f653eaa3dbd93cee35ab2c5f788cec5e7759ffb58e1", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35905, - "estimated_input_tokens": 8977, - "estimated_eval_tokens": 18210 + "soft_pair_count": 29, + "serialized_chars": 36518, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate cluster here: the items are a set of unrelated bug reports spanning configs, tokenizers, generation, vision/audio processors, attention kernels, and memory/runtime issues. All soft pairs should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue; the items are unrelated regressions across different subsystems, so none is a safe duplicate anchor.", + "summary": "This cluster is mostly a grab-bag of distinct Transformers bugs. The soft pairs are only superficially similar, so I would reject all of them. The most representative issue is the broad v5 regression about custom model initialization, which best captures the cluster\u2019s recurring theme of breaking API/model-loading behavior.", + "confidence": 0.44, + "canonical_issue_reason": "issue:43646 is the broadest and most representative report: a Transformers 5.0.0 regression breaking custom model initialization, which aligns with several other v5-era loading/config/init complaints in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No strong cluster representative for the same reason: the reports do not describe one underlying bug or change.", + "best_issue_reason": "issue:43646 is the best single issue to stand in for the cluster because it describes a general framework-level regression rather than a model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43334", - "right": "issue:43531", - "accept": false, - "reason": "Different bugs: Qwen3-VL pad_token_id AttributeError vs Qwen3-MoE sliding_window behavior." - }, - { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Unrelated: Qwen3.5 num_labels propagation vs Whisper empty-transcription/chat-template failure." + "reason": "Different models and failure modes: missing pad_token_id during Qwen3-VL loading vs a sliding_window bug in Qwen3-MoE." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error messaging is unrelated to token embedding resize/post_init reinitialization." + "reason": "Unrelated subsystems: layoutlmv3 error messaging vs token embedding resizing/post_init reinitialization." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure vs bfloat16 dtype mismatch in inference; no shared code-path bug." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Different failure modes: Qwen3.5 flash-attention generation vs category-count runtime limit." + "reason": "Qwen3.5 flash-attention generation issue and a categories-cardinality error are unrelated." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are separate model-loading bugs." - }, - { - "left": "issue:44442", - "right": "issue:45072", - "accept": false, - "reason": "Tokenizer loading failure is unrelated to dtype mismatches in inference wrappers." + "reason": "Both involve Qwen3-family models, but one is FineGrainedFP8Config handling and the other is weight-shape mismatch loading; different bugs." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to LwDetrImageLoss AMP/CUDA crash." + "reason": "ImageProcessor reduce_labels bug and AMP/CUDA loss crash are distinct code paths." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Compiled forward chunked-generation inconsistency is not the same as Gemma3 sliding-window NaNs." + "reason": "Compiled chunked generation inconsistency is not the same bug as Gemma3 sliding-window NaN embeddings." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "Audio processor sampling-rate default mismatch vs unsupported center arg in LasrFeatureExtractor." + "reason": "Local-path import warning and gradient-checkpointing eval-mode restriction are unrelated." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "Local-path trailing-slash warning is unrelated to gradient-checkpointing eval-mode behavior." + "reason": "Audio sampling-rate defaulting and unsupported center argument in a feature extractor are separate preprocessing bugs." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "TP OOM on Qwen2-57B and resume_from_checkpoint key mismatch are different problems." + "reason": "Tensor-parallel OOM on model load vs resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both mention OOM, but one is tensor parallel loading and the other is int4 reserved-memory regression." + "reason": "Both mention memory, but one is load-time TP OOM and the other is int4 quantization memory reservation growth; not the same bug." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "AddedToken kwarg collision is unrelated to list_repo_files not forwarding revision." + "reason": "Qwen3_5 recurrent-state reset and Whisper batch_decode skip_special_tokens handling are unrelated." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Recurrent-state reset in Qwen3.5 is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "Broad custom-init regression and a model-specific post_init policy issue are not the same underlying bug." }, { - "left": "issue:43441", + "left": "issue:43452", "right": "issue:45588", "accept": false, - "reason": "Ministral-3 FlashAttention failure and sink-less model s_aux=None crash are different code paths." + "reason": "gguf_file/pretrained loading breakage is unrelated to flash_attention s_aux=None failure." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "Broad custom-model-init breakage is not the same as patchtsmixer post_init allowance." + "reason": "AddedToken special-arg duplication and list_repo_files revision forwarding are unrelated." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment bug are unrelated." + "reason": "CLIPVisionModel not returning hidden_states and ModelOutput key assignment semantics are different bugs." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to DeepseekV3MoE implementation divergence." + "reason": "Unsafe sys.modules access and DeepseekV3MoE divergence from remote implementation are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading regression and degenerate zero-loss classification behavior are unrelated." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs update after sync_gpus and metric-gather label truncation are separate bugs." + "reason": "Generation kwargs synchronization and metric-label truncation are different parts of the training loop." }, { - "left": "issue:43723", - "right": "issue:45479", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "Tokenizer loading regression and single-label-classification zero-loss bug do not share a code path." + "reason": "Both are config API issues, but one is a Gemma3TextConfig discrepancy and the other is a missing pad_token_id on Llama4Config; not the same bug." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video-input regression in Qwen VL models is unrelated to chat-template tokenization with tool calls." + "reason": "Video-input regression in Qwen VL models and chat-template crashes on tool-call assistant messages are unrelated." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "API discrepancy in Gemma3TextConfig is not the same as missing pad_token_id in Llama4Config." + "reason": "Tokenizer loading failure and Perceiver non-default-resolution image classification failure do not share a code path." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/deepspeed OOM is unrelated to Llama 3.2 Vision model-loading breakage." + }, + { + "left": "issue:33290", + "right": "issue:34567", "accept": false, - "reason": "AutoTokenizer failure and bare-except in FuyuBatchFeature are unrelated." + "reason": "OOM in optimizer/deepspeed and TrainerState token-count tracking are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Import warning on local paths and Qwen recurrent-state reset are unrelated." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and torch.compile attention-kernel divergence are different issues." + "reason": "Missing hidden_states output and torch.compile attention-kernel divergence are different bugs." }, { "left": "issue:44442", - "right": "issue:44898", + "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading bug is unrelated to Perceiver non-default-resolution interpolation failure." + "reason": "Tokenizer loading failure and bare except swallowing errors in FuyuBatchFeature are unrelated." }, { - "left": "issue:42490", - "right": "issue:44743", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Import warning on trailing slash path and Qwen3.5 recurrent-state reset are unrelated." + "reason": "Optimizer OOM and embedding reinitialization after resize are unrelated." }, { - "left": "issue:33290", - "right": "issue:34567", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "AdaFactor/DeepSpeed OOM and TrainerState num_input_tokens_seen not updating are unrelated." + "reason": "Gradient-checkpointing eval restriction and quantization/offloading behavior are different issues." } ] }, @@ -9100,7 +9055,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 29, "review_unit_count": 49, "status": "reviewed", @@ -9116,23 +9071,23 @@ "issue:28282", "issue:33290", "issue:34689", - "issue:35141", "issue:36010", "issue:36331", "issue:41628", - "issue:42175", "issue:42907", "issue:43065", "issue:43295", "issue:43316", - "issue:43381", "issue:43404", "issue:43441", "issue:43493", "issue:43540", + "issue:43550", + "issue:43606", "issue:43611", "issue:43643", - "issue:43673", + "issue:43701", + "issue:43716", "issue:43720", "issue:43749", "issue:43825", @@ -9147,7 +9102,6 @@ "issue:44496", "issue:44514", "issue:44617", - "issue:44743", "issue:44792", "issue:44855", "issue:44871", @@ -9156,19 +9110,17 @@ "issue:45137", "issue:45216", "issue:45372", + "issue:45584", "issue:45698", "issue:45759" ], "soft_pairs": [ - "issue:33290|issue:34689", - "issue:33290|issue:35141", - "issue:43381|issue:43873", "issue:34689|issue:43611", - "issue:42907|issue:45698", + "issue:43720|issue:44442", "issue:44077|issue:44479", "issue:43931|issue:45216", - "issue:43720|issue:44442", "issue:43493|issue:43827", + "issue:42907|issue:45698", "issue:43316|issue:45759", "issue:41628|issue:45372", "issue:34689|issue:36010", @@ -9178,213 +9130,209 @@ "issue:43643|issue:44913", "issue:44190|issue:44496", "issue:44855|issue:45137", - "issue:43540|issue:44514", "issue:43316|issue:44877", "issue:43065|issue:44617", - "issue:43404|issue:43441", - "issue:42175|issue:43316", + "issue:43540|issue:44514", "issue:25251|issue:28282", - "issue:44162|issue:44792", "issue:43295|issue:43825", - "issue:43673|issue:44743", - "issue:16998|issue:22355" + "issue:44162|issue:44792", + "issue:43316|issue:43716", + "issue:43404|issue:43441", + "issue:43550|issue:43701", + "issue:16998|issue:22355", + "issue:43606|issue:43701", + "issue:44871|issue:45584" ], - "prepared_review_unit_hash": "1ab02f30bf2128d19719b5654b8ccd182439d4679d8b413322fb55027fb29256", + "prepared_review_unit_hash": "46a5fdb5a21cf10ab5b0037bc53246316a0f10a43b9e067b16e95e3b8524c2b8", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36095, - "estimated_input_tokens": 9024, - "estimated_eval_tokens": 18304 + "soft_pair_count": 27, + "serialized_chars": 35685, + "estimated_input_tokens": 8922, + "estimated_eval_tokens": 18100 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly superficial text similarities around loading/import/config, but they describe different concrete bugs, models, or code paths. None should be merged as duplicate pairs.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43749 is the best representative issue to anchor triage because it has the broadest loading/infra scope and the strongest discussion/inbound-ref signal in this set.", + "summary": "The cluster is heterogeneous: most pairs are only superficially similar by subsystem (loading, configs, processors, saving/loading), but they describe different concrete bugs or regressions. No soft edge looks mergeable as a single duplicate/fix, and there are no PRs in the set.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical duplicate exists because the items span many unrelated issues; if one anchor is needed, #43749 is the strongest representative due to broad impact, discussion, and inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is the highest-signal, most broadly relevant issue here, but it still does not match the other items closely enough to serve as a true duplicate canonical.", + "best_issue_reason": "#43749 is the best issue to keep as the cluster anchor because it has the clearest regression framing and the most cross-links/activity.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:33290", - "right": "issue:34689", - "accept": false, - "reason": "Different failures: Adafactor/DeepSpeed OOM vs a specific Llama 3.2 vision model-loading regression." - }, - { - "left": "issue:33290", - "right": "issue:35141", - "accept": false, - "reason": "Training OOM and embedding-resize post_init reinitialization are unrelated code paths." - }, - { - "left": "issue:43381", - "right": "issue:43873", - "accept": false, - "reason": "Eval-mode gradient checkpointing issue vs quantization/offloading bug." - }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are loading regressions, but one is a model-specific Llama 3.2 breakage and the other is a base_model_prefix loader regression." + "reason": "Both are model-loading import failures, but one is a version-specific Llama 3.2 vision breakage and the other is a generic base_model_prefix loading regression; different code paths." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Both involve save/load, but one is dequantized model saving and the other is wrong custom module resolution after save_pretrained." + "reason": "One is an accelerate loading/unpacked-weights problem, the other is AutoTokenizer failing to load a specific tokenizer class; unrelated failures." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "Unrelated issues: patchtsmixer post_init validation vs Qwen video-input regression." + "reason": "PatchTSMixer post_init handling and Qwen video-input regression are different models and different bug surfaces." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Different models and failures: Qwen3-VL weight-shape mismatch vs Qwen3.5 checkpoint saving corruption." + "reason": "Both involve loading/saving models, but one is a weight-shape mismatch on load and the other is an incorrect checkpoint saved by save_pretrained; not the same fix." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Packed-weight accelerate loading bug vs tokenizer import failure." + "reason": "SigLIP2 implementation drift is unrelated to docs still mentioning pipeline() after v5 removals." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "SigLIP2 implementation mismatch vs stale docs referencing pipeline() after v5 removals." + "reason": "Dequantized saving failure and wrong custom-module resolution after save_pretrained are both save/load related but are different underlying bugs." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Different API mismatches in different model families; not the same bug." + "reason": "Gemma3TextConfig API inconsistency and Qwen multimodal text_config unwrapping are separate config-handling problems." }, { "left": "issue:41628", "right": "issue:45372", "accept": false, - "reason": "Both are import errors, but they involve different modules and different root causes." + "reason": "Missing AutoImageProcessor import and missing ReasoningEffort import from mistral_common are distinct import/dependency issues." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Separate loader/import regressions with different missing symbols and code paths." + "reason": "Both are import errors, but one is a specific model regression and the other is a missing GenerationMixin export; not one bug." }, { "left": "issue:33290", "right": "issue:36331", "accept": false, - "reason": "Optimizer OOM under DeepSpeed is unrelated to the CustomTrainer compute_loss signature break." + "reason": "AdaFactor OOM under DeepSpeed and CustomTrainer.compute_loss signature mismatch are unrelated training issues." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "Different loading subsystems: FSDP CPU-efficient loading vs a Qwen3-VL shape mismatch." + "reason": "CPU RAM efficient loading and Qwen3-VL weight-shape mismatch both occur during loading, but they are different failure modes and fixes." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior vs eos_token_id configuration inconsistency." + "reason": "Quantized offloading behavior and Gemma-3 eos_token_id config inconsistency are unrelated." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Remote-code config deserialization issue vs GPTNeoX config field reverting on reload." + "reason": "trust_remote_code missing fields and GPTNeoX rotary_pct resetting on reload are separate config serialization issues." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Dataset loading script problem vs unrecognized model/config loading error." + "reason": "A local dataset loading problem in an example script is unrelated to an unrecognized model/config loading error." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 torch.jit parsing problem vs DeepSpeed ZeRO3 deque error." - }, - { - "left": "issue:43540", - "right": "issue:44514", - "accept": false, - "reason": "Different multimodal bugs: video processing failure vs batched chat-template padding crash." + "reason": "Python 3.13 torch.jit parsing failure and DeepSpeed ZeRO3 deque error are different runtime failures." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Gemma3TextConfig API inconsistency vs strict config rejection for granite_speech." + "reason": "Gemma3TextConfig API mismatch and strict granite_speech config loading are not the same underlying issue." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Dummy Conv2d design issue vs CUDA OOM in Sam3Video." + "reason": "A dummy Conv2d implementation in Sam3PixelDecoder and Sam3Video CUDA OOM are different problems; one is architecture/stub behavior, the other is memory usage." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Different Mistral-family bugs: lm_head weight tying vs FlashAttention regression." + "reason": "Both are processor/input handling bugs, but they affect different Qwen model families and different input paths." }, { - "left": "issue:42175", - "right": "issue:43316", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Package dependency/extra install issue vs model config API discrepancy." + "reason": "Pipeline top_k nesting behavior and missing PyTorch import error are entirely unrelated." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "Pipeline output-format bug vs missing PyTorch dependency import error." + "reason": "A regression in processor.tokenizer/image passing is not the same as a docs/error-message mismatch about pipeline translation support." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 runtime breakage and janus test failure are unrelated." + "reason": "ESM2 loading breakage and a janus image-generation test failure do not share the same bug or fix." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "Custom processor/tokenizer regression vs pipeline() error-message/documentation issue." + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are different multimodal config issues." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Missing lm_head tying in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are different concrete defects." + }, + { + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Cache/chunked_prefill issue vs recurrent-state reset in qwen3_5." + "reason": "torch.compile/SDPA failure in Bamba and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "Model_max_length question vs missing transformers.onnx module import error." + "reason": "A model_max_length question for DeBERTa-V3 and a missing transformers.onnx module import are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are different loading/runtime issues." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency and Whisper empty-transcription failure after align_special_tokens are different model-specific bugs." } ] }, @@ -9398,7 +9346,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 30, "review_unit_count": 49, "status": "reviewed", @@ -9412,7 +9360,6 @@ "issue:35141", "issue:41950", "issue:42617", - "issue:43065", "issue:43295", "issue:43388", "issue:43452", @@ -9420,16 +9367,16 @@ "issue:43504", "issue:43525", "issue:43531", - "issue:43550", "issue:43575", - "issue:43606", "issue:43646", + "issue:43673", "issue:43688", - "issue:43701", "issue:43742", "issue:43761", + "issue:43827", "issue:43906", "issue:43931", + "issue:43994", "issue:44060", "issue:44077", "issue:44190", @@ -9439,9 +9386,9 @@ "issue:44496", "issue:44521", "issue:44534", - "issue:44610", "issue:44617", "issue:44734", + "issue:44743", "issue:44792", "issue:44871", "issue:44913", @@ -9454,248 +9401,243 @@ "issue:45406", "issue:45563", "issue:45584", + "issue:45600", "issue:45698", "issue:46050" ], "soft_pairs": [ - "issue:43550|issue:43701", + "issue:43673|issue:44743", "issue:44077|issue:44534", - "issue:41950|issue:43475", - "issue:43606|issue:43701", - "issue:44871|issue:45584", - "issue:43388|issue:43688", - "issue:43761|issue:44479", "issue:42617|issue:43575", - "issue:43295|issue:44871", + "issue:41950|issue:43475", "issue:43575|issue:43742", - "issue:45127|issue:45200", + "issue:43295|issue:44871", + "issue:43761|issue:44479", + "issue:43388|issue:43688", "issue:43452|issue:44496", + "issue:45127|issue:45200", "issue:44871|issue:46050", "issue:43646|issue:44913", "issue:43504|issue:45698", - "issue:44734|issue:45406", - "issue:44617|issue:45584", "issue:32090|issue:35141", + "issue:44617|issue:45584", + "issue:44734|issue:45406", "issue:45563|issue:45584", - "issue:43761|issue:44242", "issue:43525|issue:43531", + "issue:43761|issue:44242", "issue:43931|issue:44060", "issue:44792|issue:44977", - "issue:44479|issue:44734", "issue:43906|issue:45290", + "issue:44479|issue:44734", "issue:44464|issue:45563", "issue:44190|issue:44964", - "issue:44521|issue:45381", - "issue:43065|issue:44610" + "issue:44534|issue:44913", + "issue:44792|issue:45600", + "issue:43827|issue:43994", + "issue:44521|issue:45381" ], - "prepared_review_unit_hash": "ae5f45b2d8e49743eeb9560829cf8ee5264eacce28adc252a5271721d15a8bc8", + "prepared_review_unit_hash": "601cfc01bf1c5b3364fa6d9377d018fda4d3a69ecc74b7972fff2b6763075bd5", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36412, - "estimated_input_tokens": 9103, - "estimated_eval_tokens": 18462 + "serialized_chars": 36538, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly superficial similarity matches across unrelated Transformers bugs; none are true duplicates, and there are no PRs in this cluster.", - "confidence": 0.94, - "canonical_issue_reason": "issue:44521 is the most active open issue with the strongest downstream signal (multiple inbound references), so it is the best representative if one issue must anchor this heterogeneous cluster.", + "summary": "These issues are heterogeneous and do not form a duplicate cluster. None of the soft pairs describe the same underlying bug or fix, so all soft edges are rejected. The most representative issue is the open multimodal chat-template regression in apply_chat_template.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44521 is the clearest, most actionable bug in the set: it is open, narrowly scoped, and has a concrete multimodal reproduction with user impact.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the most suitable issue to surface for triage because it is open, well-discussed, and externally referenced, even though it is not a duplicate of the other items.", + "best_issue_reason": "Issue 44521 is the best standalone issue to anchor the cluster because it is current, specific, and tied to a reproducible API regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Different bugs: torch.compile/SDPA failure vs resume_from_checkpoint key mismatch." + "reason": "Both involve caching, but one is a missing GenerationMixin cache in chunked prefill and the other is recurrent states resetting in modular Qwen3.5; different code paths and symptoms." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "API/post-init policy issue vs non-persistent buffer initialization regression." + "reason": "Optional post_init support in patchtsmixer is unrelated to junk-filled non-persistent buffers in v5; no shared bug mechanism." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Pipeline processor selection bug vs Sam3Video output attribute error; unrelated code paths." + "reason": "3d_parallel launch failure and TP OOM on Qwen2-57B are different problems, with different models and failure modes." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "CPU offload device mismatch vs checkpoint key mismatch; not the same failure." + "reason": "Pipeline processor lookup for video classification is unrelated to a SAM3 video attribute error." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "EOS token config inconsistency vs Whisper empty-transcription crash after token alignment." + "reason": "TP-induced OOM on a large Qwen model is not the same as a key error when loading MobileLLM-125M." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "Last-batch metric gathering bug vs MoE auxiliary-loss normalization bug." + "reason": "Processor/tokenizer access regression and eos_token_id config mismatch are distinct issues in different subsystems." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVision hidden_states regression vs Qwen video-input regression; different models and symptoms." + "reason": "Missing hidden_states in CLIPVisionModel is unrelated to a Qwen video-input regression." }, { - "left": "issue:42617", - "right": "issue:43575", - "accept": false, - "reason": "Script/runtime failure vs OOM on large-model tensor-parallel loading." - }, - { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Gemma4 processor/tokenizer regression vs Gemma eos_token_id config mismatch." + "reason": "Metric gathering drops tuple labels; auxiliary-loss normalization is a separate training-loss bug." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "OOM on Qwen2-57B load vs MobileLLM config/key error; unrelated load failures." + "reason": "gguf_file loading failure and missing model_type in config are different model-loading failures." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge with tied embeddings vs multimodal token_type_ids defaulting; different mechanisms." - }, - { - "left": "issue:43452", - "right": "issue:44496", - "accept": false, - "reason": "GGUF tokenizer/model loading path bug vs missing model_type in config.json." + "reason": "LoRA merge collapse with tied embeddings is unrelated to Gemma 4 token-type defaults for text-only fine-tuning." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "EOS config mismatch vs quantized save/load breakage; not the same underlying bug." + "reason": "EOS token config inconsistency is not the same as quantized model breakage after save_pretrained/from_pretrained." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization regression vs GPTNeoX config reload reverting rotary_pct." + "reason": "Custom model initialization breakage in Transformers 5 and rotary_pct reload drift are unrelated config/init problems." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy-field pretrained load issue vs wrong custom module loaded after save_pretrained." + "reason": "Legacy field blocking BEiT preset loading and wrong custom module resolution after save/load are different loader failures." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "KV-cache continuation indexing crash vs Gemma4Processor missing _tokenizer." + "reason": "Trainer GPU broadcast TypeError and output embedding reinitialization after resize are unrelated bugs." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Sam3Video CUDA OOM vs Whisper empty-transcription generation failure." + "reason": "SAM3 video OOM and Whisper empty-transcription failure after token alignment are different failure classes." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Trainer GPU broadcast of NoneType vs output embedding reinit in post_init." + "reason": "KV-cache tensor indexing crash in serve and missing _tokenizer on Gemma4Processor are different server regressions." }, { "left": "issue:45563", - "right": "issue:45584", - "accept": false, - "reason": "Stale warning for num_return_sequences vs actual generation failure on empty transcription." - }, - { - "left": "issue:43761", - "right": "issue:44242", + "right": "issue:45584", "accept": false, - "reason": "Vision-model hidden_states regression vs load-balancing loss omission in MoE routing." + "reason": "A stale warning about num_return_sequences is not the same as a crash on empty transcription." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id on Llama4Config vs Qwen3-MoE sliding_window handling." + "reason": "Missing pad_token_id in Llama4Config and sliding_window behavior in Qwen3-MoE are unrelated configuration issues." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states omission and load-balancing loss omission are separate model behaviors." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs incorrect tied-weights warning in Qwen3-Next." + "reason": "Qwen3-VL weight shape mismatch is unrelated to the incorrect tied-weights warning in Qwen3-Next." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus image-generation test failure vs Qwen3.5 flash-attention generation bug." + "reason": "A janus image-generation test failure and a Qwen3.5 flash-attention generation bug are not the same code-path problem." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:43906", + "right": "issue:45290", "accept": false, - "reason": "Video-input regression in Qwen VL models vs serve KV-cache indexing crash." + "reason": "An isolated reproduction of another issue is too underspecified to match the apply_chat_template tool-call crash confidently." }, { - "left": "issue:43906", - "right": "issue:45290", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "Repro of an older issue vs assistant-message/tool-call crash; similar area but not clearly the same bug." + "reason": "Video-input regression in Qwen VL models and serve KV-cache indexing crash are different failures." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs a stale warning about num_return_sequences." + "reason": "Inconsistent generated outputs under compiled forward and a stale warning about num_return_sequences are unrelated." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading script issue vs model-loading failure for Phi-4 multimodal." + "reason": "Local dataset loading in a no-trainer script and model loading for Phi-4 multimodal are different issues." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "All-zero assistant masks in multimodal templates vs wrong vision_position_ids for Qwen video input." + "reason": "Non-persistent buffer initialization bug and GPTNeoXConfig rotary_pct reload drift do not share a concrete fix." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A janus test failure is not the same as stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Multimodal assistant-mask bug vs assistant-message/tool-call crash; related surface area but different concrete failures." + "reason": "Docs still referencing pipeline() and SigLIP2 producing nonsense with pipeline are not the same bug." }, { "left": "issue:44521", - "right": "issue:45584", + "right": "issue:45381", "accept": false, - "reason": "Multimodal chat-template masking vs Whisper empty-transcription handling; unrelated models and paths." + "reason": "All-zero assistant masks in apply_chat_template and wrong vision_position_ids in Qwen2.5-VL video input are different multimodal regressions." } ] }, @@ -9709,7 +9651,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 31, "review_unit_count": 49, "status": "reviewed", @@ -9726,7 +9668,9 @@ "issue:41628", "issue:41720", "issue:41950", + "issue:42175", "issue:42490", + "issue:43065", "issue:43295", "issue:43335", "issue:43479", @@ -9734,22 +9678,20 @@ "issue:43550", "issue:43644", "issue:43650", - "issue:43827", "issue:43976", - "issue:43994", "issue:44016", "issue:44077", - "issue:44079", "issue:44112", "issue:44190", "issue:44220", + "issue:44279", "issue:44462", "issue:44496", - "issue:44534", + "issue:44610", "issue:44734", "issue:44737", - "issue:44792", "issue:44855", + "issue:44877", "issue:44913", "issue:44933", "issue:44938", @@ -9769,23 +9711,21 @@ "issue:46121" ], "soft_pairs": [ - "issue:43827|issue:43994", - "issue:44534|issue:44913", - "issue:41720|issue:45245", - "issue:44792|issue:45600", "issue:44855|issue:45588", + "issue:41720|issue:45245", "issue:44933|issue:45362", + "issue:43065|issue:44610", "issue:35141|issue:42490", "issue:45127|issue:45357", "issue:43335|issue:44855", - "issue:44737|issue:45803", - "issue:44462|issue:45907", "issue:43550|issue:44190", - "issue:43976|issue:44855", - "issue:44077|issue:44079", - "issue:44938|issue:45542", + "issue:44077|issue:44877", "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:44737|issue:45803", + "issue:44462|issue:45907", "issue:43540|issue:44734", + "issue:44938|issue:45542", "issue:44112|issue:45600", "issue:43335|issue:44190", "issue:46082|issue:46121", @@ -9794,214 +9734,215 @@ "issue:36246|issue:41628", "issue:45276|issue:45584", "issue:43479|issue:45375", - "issue:45245|issue:45584", - "issue:43650|issue:44220", "issue:43295|issue:45276", + "issue:43650|issue:44220", + "issue:45245|issue:45584", + "issue:36246|issue:38617", "issue:41950|issue:44016", - "issue:36246|issue:38617" + "issue:42175|issue:44279" ], - "prepared_review_unit_hash": "132b057c25b57e9143c110f66208f234b5d6b1425818a62302343e9c1606f74a", + "prepared_review_unit_hash": "2335c4643f6bbf64af13d7eed1503f9728067f02005b6b39e96e327e03ab31f6", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36924, - "estimated_input_tokens": 9231, - "estimated_eval_tokens": 18718 + "soft_pair_count": 29, + "serialized_chars": 36526, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated closed/open issues that only share broad topical keywords; I did not find any soft pair that clearly describes the same underlying bug. The closest overlap is in token-embedding resize behavior, but even that does not rise to a safe duplicate merge.", - "confidence": 0.89, - "canonical_issue_reason": "issue:35141 is the cleanest and most general report in the only somewhat related embedding-resize thread: it pinpoints the post_init reinitialization problem when tie_word_embedding=False. The nearby embedding report (issue:45276) is more model-specific and not a confirmed duplicate.", + "summary": "Mostly heterogeneous cluster: the only mildly related items are the two token-embedding resize reports, but they still look like separate bugs. I reject all soft edges as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "issue:35141 is the clearest, most general report in the only near-related embedding-resize family, so it is the best canonical issue candidate here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:35141 is the best representative issue because it states a concrete, root-cause-level bug in the core resize_token_embeddings path and is more broadly actionable than the more specialized reports.", + "best_issue_reason": "issue:35141 is the strongest duplicate target among these issues because it describes the underlying bug generically and specifically.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43827", - "right": "issue:43994", - "accept": false, - "reason": "Docs still mentioning pipeline() and a SigLIP2 inference mismatch/quantization problem are different bug classes." - }, - { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "One is about junk-filled non-persistent buffers in v5; the other is about rotary_pct not persisting on reload." + "reason": "Different failures in different code paths: Python parsing/import-time error vs flash-attention runtime attribute error." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device-map CUDA asserts and a categorical limit RuntimeError are unrelated." - }, - { - "left": "issue:44792", - "right": "issue:45600", - "accept": false, - "reason": "A Janus image-generation test failure and a stale auto_mappings CI break are different code paths." + "reason": "Unrelated bugs: Qwen3 device-mapping CUDA assert vs category-count limit validation." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Python 3.13 import parsing failure in DebertaV2 and a flash-attention sink_aux crash are unrelated." + "reason": "Both involve Qwen-related issues, but one is a missing import and the other is a chat/model crash; no same bug." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "Missing image_utils import and a Qwen3.5 chat crash do not share the same underlying bug." + "reason": "Different subsystems and symptoms: SAM3 pixel decoder dummy layer vs OmDet processor image-size mismatch." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Token-embedding resize/reinit behavior is unrelated to a local-path trailing-slash warning." + "reason": "Embedding resize/post_init bug vs local-path trailing-slash import warning; no overlap in underlying behavior." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys in save_pretrained are different failures." + "reason": "LoRA/vocab collapse on tied embeddings is unrelated to Qwen3.5 visual encoder save_pretrained key handling." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and a Python 3.13 import parsing error are unrelated." + "reason": "SwitchTransformers config construction bug vs DeBERTaV2 import parsing error; unrelated." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "XLNet device placement in relative positional encoding and a bare-except bug in Fuyu are different issues." + "reason": "Qwen3 SDPA/auto-device-map CUDA crash vs local dataset loading failure in an example script." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "Ignoring tokenizer.json and forwarding list_repo_files revision are separate repository/API bugs." + "reason": "Both touch config handling, but one is about optional post_init on patchtsmixer and the other about strict granite_speech loading." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "A Bamba torch.compile SDPA failure and a local dataset loading failure in a training script are unrelated." + "reason": "Non-persistent buffer initialization bug vs GPTNeoX rotary_pct reload regression; different code paths." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Python version compatibility breakage and a DebertaV2 import indentation/parsing issue are not the same bug." + "reason": "Python-version compatibility issue vs PyTorch JIT parsing/import problem; unrelated." }, { - "left": "issue:44077", - "right": "issue:44079", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Optional post_init enforcement in patchtsmixer and ModelOutput key assignment with None are different internal behaviors." + "reason": "XLNet device-placement bug vs Fuyu batch conversion exception handling; different components and fixes." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "Python 3.14 load failure and missing TensorFlow backend handling are unrelated packaging/runtime problems." + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files forwarding revision." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "Non-persistent buffers filled with junk and rotary_pct resetting on reload are different serialization/config issues." + "reason": "Video input processing error in Qwen3OmniMoe vs KV-cache indexing crash in transformers serve." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Qwen3OmniMoe video-input validation and serve KV-cache tensor indexing are distinct code paths." + "reason": "Python 3.14 import/load failure vs backend dependency install issue; not the same bug." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "GraniteSpeech CI flakiness from stale device overrides is unrelated to removed Sam3LiteText config references." + "reason": "Separate CI failures in different models/files; no shared failing code path." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers config bug and dataset-loading example failure are unrelated." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are separate configuration bugs." + "reason": "Different config-validation problems: explicit head_dim rejection vs rope-validation list typing." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 documentation errors and a dataset-loading failure in a training script are not duplicates." + "reason": "Documentation/example errors in SigLIP2 vs local dataset loading failure; not duplicate issues." }, { "left": "issue:44496", "right": "issue:45803", "accept": false, - "reason": "An unrecognized-model/config loading error and a bare-except bug are unrelated." + "reason": "Model-type config resolution error vs broad exception swallowing; different underlying problems." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and modules, not the same export bug." + "reason": "Both are import errors, but they involve different missing symbols/modules and different root causes." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 embedding-resize behavior and Whisper empty-transcription generation failure are unrelated." + "reason": "Gemma4 token-resize/output-embedding behavior vs Whisper empty transcription after token alignment; unrelated." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Default multimodal config initialization and a missing deepstack_visual_indexes field are different config problems." + "reason": "Different config defaults/strictness bugs in different models; no shared code path." }, { - "left": "issue:45245", - "right": "issue:45584", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "A category-count overflow and a Whisper empty-transcription bug are unrelated." + "reason": "Processor/tokenizer regression is unrelated to Gemma4 resize_token_embeddings/output_embeddings behavior." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "The placeholder title 'ADD THE DATA' provides no overlap with the fbank feature extraction bug." + "reason": "Placeholder issue title vs fbank feature extraction bug; no substantive overlap." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-limit runtime error vs Whisper empty-transcription failure; unrelated." + }, + { + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "Processor/tokenizer regression and Gemma4 resize_token_embeddings behavior concern different multimodal and embedding paths." + "reason": "Both are import errors, but for entirely different missing APIs and packages." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "A video-classification pipeline processor lookup issue and a notebook syntax error are unrelated." + "reason": "Video-classification pipeline bug vs notebook syntax error; unrelated." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "These are separate import errors for different symbols in different modules." + "reason": "Dependency/backend installation issue vs generic dependency issue without evidence of the same root cause." } ] }, @@ -10015,7 +9956,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 32, "review_unit_count": 49, "status": "reviewed", @@ -10026,7 +9967,6 @@ "cluster_id": "cluster-10000-413", "nodes": [ "issue:38175", - "issue:42175", "issue:42490", "issue:42907", "issue:43065", @@ -10068,22 +10008,22 @@ "issue:45357", "issue:45446", "issue:45584", + "issue:45588", "issue:45593", "issue:45600", "issue:45632", "issue:45759" ], "soft_pairs": [ - "issue:44186|issue:44734", - "issue:42175|issue:44279", "issue:44683|issue:45446", - "issue:38175|issue:43065", + "issue:44186|issue:44734", "issue:44246|issue:45003", "issue:44016|issue:44220", "issue:43404|issue:45216", + "issue:38175|issue:43065", "issue:44734|issue:45632", - "issue:44561|issue:45632", "issue:43643|issue:44496", + "issue:44561|issue:45632", "issue:44964|issue:45600", "issue:44112|issue:44964", "issue:43854|issue:44964", @@ -10091,284 +10031,231 @@ "issue:42907|issue:43441", "issue:42490|issue:45632", "issue:43531|issue:45600", - "issue:43673|issue:44336", "issue:43295|issue:45335", - "issue:44016|issue:44062", + "issue:43673|issue:44336", + "issue:43441|issue:45588", "issue:43526|issue:43901", - "issue:43824|issue:44933", + "issue:44016|issue:44062", "issue:44496|issue:45042", + "issue:43824|issue:44933", "issue:43335|issue:45593", "issue:43299|issue:45216", "issue:44075|issue:44368", "issue:43976|issue:44279", - "issue:43381|issue:45593", "issue:43901|issue:44496", - "issue:45335|issue:45584", + "issue:43381|issue:45593", "issue:44496|issue:45759", + "issue:45335|issue:45584", "issue:43299|issue:45357" ], - "prepared_review_unit_hash": "6d0803fc46f7affd8d77bbfe73d9b0bb9d64a0818ca8440f9f1f6b8f358dc1ad", + "prepared_review_unit_hash": "f2f69b2de50ba59639296158eec983e12e125bf9ca23ff676227499086dcfbf8", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36653, - "estimated_input_tokens": 9164, - "estimated_eval_tokens": 18584 + "serialized_chars": 36684, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items cover unrelated regressions across model loading, tokenizers, save/load behavior, attention, docs, and CI. None of the soft-edge pairs look like the same concrete bug/change, so I would not merge any of them as duplicates.", + "summary": "The cluster is highly heterogeneous: most items are distinct model-loading, config, tokenizer, or docs/test regressions rather than duplicates. No soft-edge pair looks safe to merge.", "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out because the set spans many different failure modes and subsystems rather than one underlying bug.", + "canonical_issue_reason": "Issue 43824 has the strongest activity and external references, making it the best representative of this mixed set, though the cluster is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue; if forced, a concrete repro-oriented model-loading report would be the most representative, but the cluster is too mixed for a true canonical.", + "best_issue_reason": "Issue 43824 is the most substantial standalone report here (highest discussion and inbound references), so it is the best issue to keep as the cluster representative.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44186", - "right": "issue:44734", - "accept": false, - "reason": "Different code paths: LayoutLMv2 NER/padding crash versus serve KV-cache continuation indexing." - }, - { - "left": "issue:42175", - "right": "issue:44279", - "accept": false, - "reason": "One is a missing TensorFlow backend in installation extras; the other is a vague dependency problem." - }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both mention flex_attention, but one is a torch>=2.9 compilation failure and the other is a version-check/import bug for AuxRequest." + "reason": "Both touch flex_attention, but they describe different bugs: torch>=2.9 compilation failure vs a bad version check for AuxRequest import." }, { - "left": "issue:38175", - "right": "issue:43065", + "left": "issue:44186", + "right": "issue:44734", "accept": false, - "reason": "Unrelated models and failures: SigLIP2 zero probabilities versus a dummy Conv2d in Sam3PixelDecoder." + "reason": "Different subsystems and failure modes: tokenizer NER/padding crash vs KV-cache continuation indexing in serve." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowness and unsafe sys.modules access may be adjacent, but they are not the same concrete bug." + "reason": "One is intermittent import slowness; the other is unsafe sys.modules access. Related area, but not the same bug." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "A notebook syntax error is unrelated to the _torch_extract_fbank_features issue." + "reason": "A notebook syntax error and an audio feature extraction issue are unrelated." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Different bugs: untied lm_head weights in Mistral3 versus incorrect save_pretrained output for Qwen3.5." + "reason": "Different models and different save/tie-weight problems; not the same underlying regression." }, { - "left": "issue:44734", - "right": "issue:45632", + "left": "issue:38175", + "right": "issue:43065", "accept": false, - "reason": "Serve KV-cache continuation crash is unrelated to local-model cache path collisions with trust_remote_code." + "reason": "Completely different models and code paths; no shared bug." }, { - "left": "issue:44561", + "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "Removal of is_torch_fx_available affecting trust_remote_code is a different regression from local-model cache path collisions." + "reason": "KV-cache indexing in serve is unrelated to local trust_remote_code cache-path collisions." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig and an unrecognized-model/model_type error are different loading failures." + "reason": "Both involve config loading, but one is missing fields with trust_remote_code while the other is an unrecognized model_type error." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Different trust_remote_code-related regressions with different mechanisms and symptoms." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Phi-4 multimodal loading failure is unrelated to stale auto_mappings references to Sam3LiteText configs." + "reason": "A model load failure and a broken auto_mappings CI reference are not the same bug." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI stale device override test failure is not the same as model loading for Phi-4 multimodal." + "reason": "CI test flake in GraniteSpeech is unrelated to Phi-4 multimodal loading." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different model families and failure modes: GLM-4.7-Flash unit-test loading versus Phi-4 multimodal loading." + "reason": "Different model-specific loading failures with no evidence of the same root cause." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version compatibility problem is unrelated to loading physical-intelligence/fast." + "reason": "One is a Python version compatibility problem; the other is a model-loading regression in 5.1.0." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models is different from a FlashAttention failure in Ministral-3." + "reason": "Both mention Ministral, but saving dequantized weights and FlashAttention loading failures are different problems." }, { "left": "issue:42490", "right": "issue:45632", "accept": false, - "reason": "A warning for local paths ending with a slash is not the same bug as cache-path collisions for leaf-directory names." + "reason": "Trailing-slash local-path warning and leaf-directory cache collisions are different path-handling bugs." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Sam3LiteText auto_mappings cleanup are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and a removed Sam3LiteText config reference are unrelated." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Generation cache missing during chunked prefill is unrelated to ANSI codes in loading_report." + "reason": "Processor/tokenizer regression and t5gemma embedding resize behavior are different code paths." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Processor/tokenizer API regression is unrelated to t5gemma resize_token_embeddings not updating decoder.embed_tokens." + "reason": "Generation cache behavior and ANSI-colored loading_report output are unrelated." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword conflict are different issues." + "reason": "Both are in flash_attention, but one is a model-specific FlashAttention failure and the other is a sink-less-model AttributeError." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is not the same as stale pipeline docs about return_all_scores." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to a pipeline docs mismatch." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration import is different from a non-existent image_utils import." + "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model/config loading and PIL image processors requiring torchvision are unrelated failures." + "reason": "Config/model_type loading error and unnecessary torchvision dependency for PIL image processors are different issues." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing model export and missing image_utils export are both import problems, but they are distinct symbols and code paths." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Sparse layer creation in SwitchTransformersConfig is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Sparse-layer config creation and missing auxiliary losses are unrelated model-behavior bugs." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL MoE model loading and Qwen3.5 save_pretrained checkpoint corruption are different bugs." + "reason": "Model loading for Qwen3VL-MoE and incorrect save_pretrained checkpoints for Qwen3.5 are different regressions." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer SGD arguments not being used is unrelated to tie_word_embeddings warnings in Qwen3.5 LoRA fine-tuning." - }, - { - "left": "issue:43976", - "right": "issue:44279", - "accept": false, - "reason": "Python 3.9+/3.10+ compatibility is not the same as a general dependency issue." - }, - { - "left": "issue:43381", - "right": "issue:45593", - "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are different code paths." + "reason": "Unused SGD args and a tie_word_embeddings warning are not the same problem." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Documentation drift for text classification is unrelated to unrecognized-model config loading." - }, - { - "left": "issue:45335", - "right": "issue:45584", - "accept": false, - "reason": "T5Gemma embedding resize bug is unrelated to Whisper empty-transcription generation after align_special_tokens." - }, - { - "left": "issue:44496", - "right": "issue:45759", - "accept": false, - "reason": "Unrecognized-model/config.json issues are different from AutoModelForCausalLM.from_config failing to unwrap text_config." - }, - { - "left": "issue:43299", - "right": "issue:45357", - "accept": false, - "reason": "Loading failure for Qwen3VL MoE and incorrect saved visual encoder keys for Qwen3.5 are different regressions." - }, - { - "left": "issue:44075", - "right": "issue:44368", - "accept": false, - "reason": "SGD argument handling is unrelated to warning about tie_word_embeddings in Qwen3.5 LoRA." - }, - { - "left": "issue:43976", - "right": "issue:44279", - "accept": false, - "reason": "Python version support and dependency installation problems are not the same bug." + "reason": "Documentation mismatch and an unrecognized model config error are unrelated." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Eval-mode gradient checkpointing failure and D-FINE auxiliary-loss omission do not share a concrete fix." - }, - { - "left": "issue:43901", - "right": "issue:44496", - "accept": false, - "reason": "A docs mismatch in TextClassificationPipeline is unrelated to config/model-type loading errors." - }, - { - "left": "issue:45335", - "right": "issue:45584", - "accept": false, - "reason": "Embedding resize behavior in t5gemma does not overlap with Whisper generation on empty transcription." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are different issues." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "These are distinct multimodal/config loading issues with different failure points." + "reason": "Both are config-related, but one is missing model_type and the other is failing to unwrap text_config for composite multimodal configs." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Model loading failure and save_pretrained key regression are different underlying issues." + "reason": "T5Gemma embedding resize and Whisper empty-transcription generation are unrelated regressions." } ] }, @@ -10382,7 +10269,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 33, "review_unit_count": 49, "status": "reviewed", @@ -10397,7 +10284,6 @@ "issue:39692", "issue:41950", "issue:42994", - "issue:43065", "issue:43295", "issue:43299", "issue:43317", @@ -10422,13 +10308,13 @@ "issue:44617", "issue:44683", "issue:44779", - "issue:44898", "issue:45020", "issue:45081", "issue:45200", "issue:45216", "issue:45276", "issue:45278", + "issue:45290", "issue:45325", "issue:45405", "issue:45542", @@ -10442,177 +10328,171 @@ "issue:46132" ], "soft_pairs": [ - "issue:44242|issue:45200", - "issue:41950|issue:45020", - "issue:44351|issue:45278", "issue:43479|issue:43525", + "issue:44351|issue:45278", + "issue:44242|issue:45200", "issue:44521|issue:45325", + "issue:41950|issue:45020", "issue:44683|issue:45542", - "issue:44779|issue:45812", - "issue:41950|issue:45823", - "issue:43976|issue:45405", "issue:43577|issue:45216", + "issue:41950|issue:45823", + "issue:44779|issue:45812", "issue:38175|issue:44617", + "issue:43976|issue:45405", "issue:44279|issue:45405", "issue:39692|issue:43901", "issue:43299|issue:43854", "issue:43650|issue:46132", "issue:43295|issue:44779", "issue:44462|issue:45081", - "issue:45081|issue:45907", "issue:44297|issue:44462", "issue:44016|issue:44291", - "issue:41950|issue:43650", "issue:43450|issue:44279", + "issue:45081|issue:45907", + "issue:41950|issue:43650", "issue:43441|issue:45834", "issue:45600|issue:45712", - "issue:33290|issue:45656", - "issue:42994|issue:43317", "issue:44466|issue:45276", - "issue:43065|issue:44898" + "issue:42994|issue:43317", + "issue:33290|issue:45656", + "issue:43650|issue:45290" ], - "prepared_review_unit_hash": "f54fb0940a09f0cfc644997dcea4e680bedd5d0c94019dc2d148f45d183129d7", + "prepared_review_unit_hash": "e5385ffe114ab67a647e49215c60975d541b64b1bf10c8e5b134f68179c554ff", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36032, - "estimated_input_tokens": 9008, - "estimated_eval_tokens": 18272 + "serialized_chars": 35491, + "estimated_input_tokens": 8873, + "estimated_eval_tokens": 18002 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate; the cluster is mostly a set of unrelated model, tokenizer, config, and infrastructure bugs that only share broad Transformers/Deepspeed similarity.", - "confidence": 0.95, - "canonical_issue_reason": "issue:44521 is the best fallback representative because it is a concrete, actionable bug with strong discussion/inbound linkage, even though it is not a duplicate of the other items.", + "summary": "The cluster is very heterogeneous: tokenizer regressions, multimodal/chat-template bugs, model-loading failures, deepspeed issues, docs problems, and CI/import breakages. None of the soft pairs look like the same underlying bug strongly enough to merge, so I would not collapse any pair.", + "confidence": 0.36, + "canonical_issue_reason": "issue:44521 is the strongest standalone report: clear repro, active discussion, multiple inbound references, and a concrete multimodal API failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the clearest overall anchor in this set: active, specific, and more representative than the broader regression reports.", + "best_issue_reason": "issue:44521 is the best representative issue in this set because it is specific, actionable, and currently open with the most traction.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44242", - "right": "issue:45200", - "accept": false, - "reason": "Different bugs: MoE load-balancing loss vs Gemma4 multimodal config defaults." - }, - { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Video-classification processor lookup and remote_code breakage are unrelated failures." + "reason": "Both are config-related, but one is about default multimodal sub-config initialization and the other is a missing pad_token_id attribute; different failure modes and code paths." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "One is a missing HybridCache import; the other is a broad import-regression report." + "reason": "Shared theme is imports, but 44351 is one missing symbol (HybridCache) while 45278 is a broad post-upgrade import breakage; not the same bug." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Different config issues: Phi4 multimodal defaults vs missing pad_token_id on Llama4Config." + "reason": "Different modeling bugs: one is missing load-balancing loss with router logits disabled, the other is a required multimodal token type id defaulting issue." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Multimodal assistant masks and Qwen2.5-VL rope indexing are different code paths." + "reason": "Both touch multimodal/VL behavior, but one is broken assistant masks in chat templates and the other is incorrect rope/position scaling in Qwen2.5-VL." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "A video-classification processor lookup bug is unrelated to remote_code model breakage." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "FlexAttention compilation on torch 2.9 is unrelated to a TensorFlow/tensorboard backend error." + "reason": "Completely different subsystems: torch flex_attention compilation vs TensorBoard/TensorFlow backend detection." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "Both mention tokenizer regressions, but they affect different model families and likely different paths." + "reason": "One is dtype propagation on BLIP-2 loading; the other is incorrect save_pretrained checkpoint serialization for Qwen3.5." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video pipeline processor lookup is not the same as Gemma4 device-mismatch during forward." + "reason": "Both involve multimodal models, but one is pipeline processor selection and the other is a device-mapping forward mismatch in Gemma4 PLE." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Python-version compatibility and PEFT version pinning are separate dependency problems." + "reason": "Both are tokenizer regressions in v5, but they affect different models and appear to come from different tokenizer code paths." }, { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "Blip2 dtype loading and Qwen3.5 save_pretrained serialization are different bugs." + "reason": "Different symptoms and components: SigLIP2 zero probabilities vs Sam3Video CUDA OOM." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to a Sam3Video OOM." + "reason": "Unrelated release/dependency complaints: Python version compatibility vs a PEFT minimum-version bump." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "A generic dependency issue is not the same as an unreleased PEFT minimum-version bump." + "reason": "Generic dependency issue does not match a specific MIN_PEFT_VERSION release problem." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Documentation issues, but for different examples, APIs, and failure modes." + "reason": "Both mention docs, but one is a broken SigLIP2 example and the other is an outdated pipeline doc parameter reference." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different model-loading failures for different multimodal models." + "reason": "Both are model loading failures, but for different models and different underlying mechanisms." }, { "left": "issue:43650", "right": "issue:46132", "accept": false, - "reason": "A placeholder title is unrelated to an AttentionInterface.register behavior change." + "reason": "No meaningful overlap: one is a vague placeholder issue, the other is an AttentionInterface behavior regression." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Processor/tokenizer regression and Deepseek tokenizer output regression are not the same bug." + "reason": "Both involve tokenizers/processors, but 43295 is a regression in processor.tokenizer API access while 44779 is incorrect Deepseek tokenization results." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Ignoring tokenizer.json and crashing in _patch_mistral_regex are separate tokenizer-loading issues." - }, - { - "left": "issue:45081", - "right": "issue:45907", - "accept": false, - "reason": "A Mistral regex crash is unrelated to list_repo_files failing to forward revision." + "reason": "Both are tokenizer-loading issues, but one ignores tokenizer.json and the other crashes in Mistral regex patching; different concrete bugs." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Tokenizer class mismatch on save and tokenizer.json being ignored are different save/load defects." + "reason": "Serialization metadata mismatch in save_pretrained is not the same as AutoTokenizer ignoring tokenizer.json on load." }, { "left": "issue:44016", @@ -10621,52 +10501,58 @@ "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." }, { - "left": "issue:41950", - "right": "issue:43650", + "left": "issue:43450", + "right": "issue:44279", "accept": false, - "reason": "Unrelated video-pipeline bug and placeholder issue title." + "reason": "Video processor batching shape bug is unrelated to a generic dependency issue." }, { - "left": "issue:43450", - "right": "issue:44279", + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer patch crash and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:43650", "accept": false, - "reason": "Video batch-shape bug is unrelated to a dependency issue." + "reason": "Different areas entirely: video-classification processor lookup vs a generic placeholder issue." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure in Ministral and long-ocr index errors in Kosmos2.5 are different model-specific bugs." + "reason": "Different model-specific inference failures: FlashAttention breakage for Ministral-3 vs OCR index error in Kosmos2.5." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both touch stale code paths, but they concern different files and different CI failures." + "reason": "Both are CI/repo-maintenance issues, but one is stale auto_mappings references and the other is leftover dummy classes leaking into the package API." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Adafactor OOM under DeepSpeed and double optimizer steps under DeepSpeed are not the same defect." + "reason": "Both involve model weights/embeddings, but one is device-dependent serialization and the other is resize_token_embeddings not propagating to related embeddings." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized saving failure and dequantized model loading/offload failure are distinct quantization bugs." + "reason": "Both are quantization-related, but one is saving failure and the other is loading/dequantized offload failure; not the same bug." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "lm_head serialization inconsistency and Gemma4 embedding resizing are different weight-handling issues." + "reason": "Both mention deepspeed/optimizer behavior, but OOM with Adafactor and double optimizer-step calls are different concrete failures." }, { - "left": "issue:43065", - "right": "issue:44898", + "left": "issue:43650", + "right": "issue:45290", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to Perceiver resolution/interpolation failure." + "reason": "No overlap beyond chat-template adjacency; one is a placeholder issue and the other is a specific crash on tool-call assistant messages." } ] }, @@ -10680,7 +10566,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 34, "review_unit_count": 49, "status": "reviewed", @@ -10693,13 +10579,13 @@ "issue:41628", "issue:42175", "issue:42491", + "issue:43065", "issue:43262", "issue:43299", "issue:43441", "issue:43450", "issue:43525", "issue:43643", - "issue:43650", "issue:43653", "issue:43673", "issue:43723", @@ -10729,8 +10615,8 @@ "issue:44683", "issue:44749", "issue:44779", + "issue:44898", "issue:44987", - "issue:45290", "issue:45362", "issue:45397", "issue:45542", @@ -10740,21 +10626,21 @@ "issue:45823" ], "soft_pairs": [ - "issue:43650|issue:45290", "issue:43653|issue:45593", "issue:44623|issue:44749", - "issue:43441|issue:44683", - "issue:44261|issue:44263", "issue:44623|issue:45397", + "issue:44261|issue:44263", + "issue:43065|issue:44898", + "issue:43441|issue:44683", "issue:43723|issue:44162", - "issue:44016|issue:45823", "issue:42175|issue:43976", + "issue:44016|issue:45823", "issue:44361|issue:45593", "issue:43262|issue:44521", - "issue:43673|issue:43761", "issue:44671|issue:44779", - "issue:44987|issue:45542", + "issue:43673|issue:43761", "issue:43901|issue:43994", + "issue:44987|issue:45542", "issue:43784|issue:45542", "issue:43824|issue:43976", "issue:43450|issue:44617", @@ -10762,216 +10648,216 @@ "issue:44297|issue:45397", "issue:44188|issue:44336", "issue:43525|issue:43643", + "issue:43901|issue:44246", "issue:41628|issue:43976", "issue:44589|issue:45362", - "issue:43901|issue:44246", - "issue:45561|issue:45563", "issue:44336|issue:44373", + "issue:45561|issue:45563", "issue:42491|issue:43299", "issue:44242|issue:45593" ], - "prepared_review_unit_hash": "7b4a5cc65af13c23322aa61f157d0270066e83cd7b0ac989e6098f9802ddb17d", + "prepared_review_unit_hash": "ba14f9d83fad29296ccb97bb43d1a6d9922cdee520ff26a75cd9b21a1f5ee2d0", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36072, - "estimated_input_tokens": 9018, - "estimated_eval_tokens": 18292 + "serialized_chars": 36101, + "estimated_input_tokens": 9026, + "estimated_eval_tokens": 18308 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab bag of unrelated Transformers bugs; none of the soft pairs are close enough to treat as true duplicates, so I rejected them all. I picked the most substantive/high-signal issue as the canonical representative.", - "confidence": 0.34, - "canonical_issue_reason": "issue:44521 has the clearest, most general bug report with ongoing discussion and multiple references, and it is the strongest representative issue in this mixed set.", + "summary": "This cluster is heterogeneous: the soft pairs share only broad topical similarity (tokenizers, processors, MoE models, loading, etc.) but not the same concrete bug or change. I found no convincing duplicates among the candidates.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated regressions and feature areas, so there is no single issue that subsumes the rest.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best issue candidate because it is a concrete, user-impacting regression in a core API (`apply_chat_template`) and has the most evidence of active relevance.", + "best_issue_reason": "No global best issue: the set does not form one duplicate family, so selecting a representative issue would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43650", - "right": "issue:45290", - "accept": false, - "reason": "Unrelated topics: vague data request vs chat template crash on tool-call assistant messages." - }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Different models and bugs: tokenizer special-token registration vs missing auxiliary losses in D-FINE." + "reason": "Different bugs: BigBirdTokenizer special-token decoding vs D-FINE auxiliary loss handling." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Different problem class: missing saved processor files vs a performance regression after upgrade." + "reason": "Unrelated: missing processor save files vs a slowdown after upgrading Transformers for data filtering." }, { - "left": "issue:43441", - "right": "issue:44683", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "Both mention attention kernels, but they target different failure modes and code paths (FlashAttention/model loading vs compiled flex_attention on newer torch)." + "reason": "Different code paths: processor save/export bug vs gemma-4 zero3 from_pretrained failure." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Different GLM/MoE internals; no clear shared underlying bug." + "reason": "Different issues in separate MoE internals: missing rms_norm_eps vs torch.split return-value handling." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:43065", + "right": "issue:44898", "accept": false, - "reason": "Processor save file omission vs gemma-4 from_pretrained failure are distinct issues." + "reason": "Different models and failures: Sam3PixelDecoder dummy Conv2d vs Perceiver non-default-resolution handling." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "Both are loading-related, but one is generic tokenizer loading and the other is an ESM2 model regression; not the same bug." + "reason": "Both mention attention, but one is Ministral FlashAttention failure and the other is compiled flex_attention on newer torch; not the same bug." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Notebook syntax error is unrelated to Gemma4 device-mapping failure." + "reason": "Different regressions: AutoTokenizer loading vs ESM2 model breakage." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Packaging/backends problem vs Python-version compatibility regression; different root causes." + "reason": "Different problems: optional TensorFlow backend installation vs Python-version compatibility." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 device-mapping forward mismatch." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "Tokenizer task AttributeError and D-FINE auxiliary-loss bug are unrelated." + "reason": "Different tokenizer/task error vs auxiliary-loss omission." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Same API surface (`apply_chat_template`) but different bugs: audio sampling-rate default vs assistant mask generation." - }, - { - "left": "issue:43673", - "right": "issue:43761", - "accept": false, - "reason": "Generation cache issue vs CLIPVision hidden_states regression; different models and code paths." + "reason": "Both involve chat templates, but one is sampling-rate defaulting and the other is assistant mask generation for multimodal inputs." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Different model families and symptoms: CamemBERT MLM predictions vs Deepseek tokenizer output." + "reason": "Different components: CamemBERT masked-LM predictions vs Deepseek tokenizer results." }, { - "left": "issue:44987", - "right": "issue:45542", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Model-loading failure for a specific repo vs missing TensorFlow backend install issue." + "reason": "Different regressions: GenerationMixin cache during chunked prefill vs CLIPVisionModel hidden_states output." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch in a pipeline API vs incorrect SigLIP2 inference results." + "reason": "Docs mismatch for return_all_scores is not the same as SigLIP2 model/pipeline incorrect outputs." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Different failures: loading a specific model repo vs missing TensorFlow backend when only tensorboard is installed." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Import-time NameError in sentence-transformers integration vs TensorFlow backend being absent." + "reason": "Unrelated: sentence-transformers import NameError vs undefined tf backend error." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Import error for a specific VL class vs Python-version support regression; not the same bug." + "reason": "Different issues: missing Qwen2.5-VL class import vs Python version support." }, { "left": "issue:43450", "right": "issue:44617", "accept": false, - "reason": "Video processor batching shape bug vs CUDA OOM for Sam3Video." + "reason": "Different video bugs: batched shape bug vs CUDA OOM." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Different model load failures with no evidence of a shared code-path problem." + "reason": "Different model-loading failures for different models and attributes; no shared concrete code-path bug." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save metadata mismatch vs gemma-4 zero3 loading failure are unrelated." + "reason": "Tokenizer save metadata mismatch is unrelated to gemma-4 zero3 loading." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel divergence vs ANSI escape output in loading_report; unrelated." + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes in loading_report." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both involve missing config fields, but one is a specific model config attr error and the other is a remote-code config loading bug; too different to merge." + "reason": "Different loading/config issues: missing pad_token_id on Llama4Config vs trust_remote_code dropping fields in AutoConfig." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation stale text is unrelated to intermittent import latency." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Import error for a class export vs Python 3.9/3.10 compatibility issue." + "reason": "ImportError for AutoImageProcessor is unrelated to Python 3.9/3.10 compatibility." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage lookup error and Qwen3.5 chat crash are unrelated." + "reason": "Different failures: Float8 storage lookup vs Qwen3.5-35B chat crash." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Documentation issue vs intermittent slow import; no shared underlying bug." + "reason": "ANSI formatting bug and docstring typo are separate maintenance issues." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "xdist race in testing utils vs stale warning in paged generate; different areas." - }, - { - "left": "issue:44336", - "right": "issue:44373", - "accept": false, - "reason": "Loading-report ANSI formatting bug vs wrong docstring; not the same issue." + "reason": "Test-worker race on captured_info.txt is unrelated to a stale generate() warning." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen3 MoE loading regressions, but one is a LoRA compatibility problem and the other is a base-model loading breakage; too different for one PR." + "reason": "Both involve Qwen3 MoE, but one is LoRA compatibility across branches and the other is base-model loading failure; not the same concrete bug." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Missing load-balancing loss in MoE routing vs D-FINE auxiliary-loss omission; similar wording, different concrete bugs." + "reason": "Different loss mechanisms in different models: router load-balancing loss vs D-FINE auxiliary losses." } ] }, @@ -10985,7 +10871,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 35, "review_unit_count": 49, "status": "reviewed", @@ -11050,247 +10936,247 @@ "issue:41950|issue:44220", "issue:43531|issue:45362", "issue:42886|issue:46132", - "issue:36246|issue:42757", "issue:43526|issue:45003", + "issue:36246|issue:42757", "issue:36246|issue:44351", "issue:44336|issue:44485", "issue:45003|issue:45561", "issue:43352|issue:45250", - "issue:43673|issue:44561", "issue:44246|issue:44871", - "issue:44242|issue:44857", + "issue:43673|issue:44561", "issue:36246|issue:43596", - "issue:44162|issue:45200", + "issue:44242|issue:44857", "issue:44295|issue:44749", - "issue:45412|issue:46123", "issue:44779|issue:45292", + "issue:44162|issue:45200", "issue:43901|issue:45003", - "issue:45292|issue:45584", + "issue:45412|issue:46123", "issue:44496|issue:45003", + "issue:45292|issue:45584", + "issue:44877|issue:45375", "issue:45292|issue:45701", "issue:45987|issue:46082", - "issue:44987|issue:45459", - "issue:44877|issue:45375", "issue:43232|issue:44336", - "issue:45375|issue:45759", "issue:43257|issue:45137", "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:44987|issue:45459", "issue:44995|issue:45200" ], - "prepared_review_unit_hash": "45e97d3b85f02b9481c7a266dac8609ad8188766733eb2e3de503a5f7b738ae4", + "prepared_review_unit_hash": "e9808093e0da64dffa67197a83fd2a6644270d12fca4e5877d7a5ac49207a481", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36856, - "estimated_input_tokens": 9214, - "estimated_eval_tokens": 18684 + "serialized_chars": 36858, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster does not look like a true duplicate set; the soft pairs mostly connect unrelated model-loading, config, pipeline, cache, and infrastructure issues. I would not merge any of the proposed soft edges.", - "confidence": 0.96, - "canonical_issue_reason": "issue:44246 is the best cluster anchor because it has the broadest symptom description and high discussion activity, making it the most umbrella-like issue among otherwise heterogeneous reports.", + "summary": "The soft pairs are mostly cross-topic false positives; none looks like the same underlying bug/change. This is a heterogeneous grab bag of issues rather than a true duplicate cluster.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 44246 is the broadest and most discussion-heavy item here, but the set is too heterogeneous for a real canonical duplicate representative.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44246 is the strongest single issue to represent the set: it is generic, high-activity, and closer to a cross-cutting symptom than the many model-specific failures here.", + "best_issue_reason": "Issue 44246 is the closest thing to a representative issue because it is broad and active, but it still does not subsume the other reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Different bugs: position_ids buffer access vs. DeepSpeed ZeRO3 from_pretrained loading failure." + "reason": "Different bugs: position_ids buffer handling vs Gemma-4 ZeRO3 from_pretrained loading." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import-time slowdown is unrelated to an unrecognized model/config loading error." + "reason": "Import slowdown is unrelated to unrecognized model/config parsing." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification processor lookup and audio fbank extraction are different code paths and symptoms." + "reason": "Different pipeline paths: video-classification processor lookup vs audio fbank feature extraction." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Both involve Qwen variants, but the reported failures are different concrete issues in different paths." + "reason": "Both Qwen-related, but sliding-window attention and chat crash are different code paths." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are unrelated." + "reason": "Offline cache loading failure is unrelated to AttentionInterface.register behavior change." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Both are import errors, but for different symbols from different packages and different root causes." + "reason": "Beit label reduction bug is unrelated to sys.modules access in modeling_utils." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "BeitImageProcessorFast label reduction and sys.modules access are unrelated bugs." + "reason": "Both are import errors, but for different missing symbols and causes." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor and missing HybridCache are separate import problems." + "reason": "Different missing imports: Qwen2_5_VLImageProcessor vs HybridCache." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI output in loading_report is unrelated to GLM-5 RoPE implementation." + "reason": "ANSI color output in loading_report is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access and pytest-xdist file race are different failure modes." + "reason": "sys.modules safety bug is unrelated to pytest-xdist file-race behavior." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "These only share the Flash Attention 2.0 theme; they do not show the same concrete model/code-path bug." - }, - { - "left": "issue:43673", - "right": "issue:44561", - "accept": false, - "reason": "Chunked-prefill cache handling and trust_remote_code breakage from a removed helper are unrelated." + "reason": "One is a model-specific FA2 unsupported warning; the other is a generic FA2 topic." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import latency and Gemma-3 eos_token_id config mismatch are unrelated." + "reason": "Import latency is unrelated to Gemma-3 eos_token_id config inconsistency." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "MoE router loss handling and RT-DETR AMP crash are different model-specific bugs." + "reason": "Both are v5 regressions, but one is chunked_prefill cache handling and the other is trust_remote_code import breakage." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen2_5_VLImageProcessor import failure and BertModel ZeRO3 index error are unrelated." + "reason": "ImportError for a processor class is unrelated to a ZeRO3 IndexError." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are different issues." + "reason": "Load-balancing loss logic and AMP crash in LwDetrImageLoss are different issues." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "position_ids buffer access and slow filtering after upgrade are not the same underlying defect." + "reason": "Buffer access error is unrelated to the reported end-to-end slowdown after upgrade." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "RT-DETR memory retention and mask generation partial-batch dropping are unrelated." + "reason": "Tokenizer correctness regression is unrelated to resize_token_embeddings propagation." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Tokenizer correctness regression and resize_token_embeddings output sync are different code paths." + "reason": "ESM2 breakage and Gemma 4 token-type-id defaults are different model/config problems." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for return_all_scores and unsafe sys.modules access are unrelated." + "reason": "Documentation mismatch for return_all_scores is unrelated to sys.modules access." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "Embedding resize propagation and Whisper empty transcription failures do not share a concrete root cause." + "reason": "RT-DETR memory leak and MaskGenerationPipeline batch-finalization are different bugs." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model config and sys.modules access are separate loading bugs." + "reason": "Unrecognized model config loading is unrelated to unsafe sys.modules access." }, { "left": "issue:45292", - "right": "issue:45701", + "right": "issue:45584", "accept": false, - "reason": "Resize-token-embeddings behavior and version-dependent tokenization changes are not the same bug." + "reason": "Embedding resize mismatch is unrelated to Whisper empty-transcription generation failure." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Cache sequence-length return type and LlamaConfig head_dim validation are unrelated." + "reason": "Granite_speech strict-config loading and Qwen3_5MoeVisionConfig field dropping are different model/config issues." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "Model-loading failure on 5.1.0 and protobuf error masking are distinct tokenizer/loading issues." + "reason": "Embedding resize bug is unrelated to generic tokenization changes across versions." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "Strict config rejection for granite_speech and a missing Qwen vision config field are only loosely related by strict config handling, not the same bug." + "reason": "StaticCache seq-length contract and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:43232", "right": "issue:44336", "accept": false, - "reason": "Generation kwargs sync handling and ANSI codes in loading_report are unrelated." - }, - { - "left": "issue:45375", - "right": "issue:45759", - "accept": false, - "reason": "Missing config field under strict mode and composite Qwen text_config unwrapping are different config-loading bugs." + "reason": "Generation kwargs bug after sync_gpus is unrelated to ANSI escape output." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MOE weight conversion and ZeRO3 deque underflow are different DeepSpeed-related failures." + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to ZeRO3 deque underflow." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate default and import-time slowdown are unrelated." + "reason": "Audio chat-template sampling-rate default is unrelated to import latency." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Silent config-field dropping and text_config unwrapping are different composite-config issues." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model load failure on v5.1.0 is unrelated to protobuf exception masking in tokenizer errors." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa stale cache on second forward and Gemma 4 token-type defaults are unrelated." + "reason": "GlmMoeDsa stale cache crash is unrelated to Gemma 4 mm_token_type_ids defaults." } ] }, @@ -11304,7 +11190,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 36, "review_unit_count": 49, "status": "reviewed", @@ -11367,256 +11253,250 @@ "issue:43065|issue:43408", "issue:43475|issue:43540", "issue:42886|issue:45229", - "issue:43653|issue:44162", - "issue:44995|issue:45588", "issue:44466|issue:45335", + "issue:43653|issue:44162", "issue:44060|issue:44077", - "issue:44368|issue:44977", "issue:45397|issue:45656", + "issue:44995|issue:45588", + "issue:44368|issue:44977", "issue:44368|issue:45563", "issue:45137|issue:45600", "issue:43673|issue:44734", - "issue:43065|issue:46123", "issue:43931|issue:44368", + "issue:43065|issue:46123", "issue:44933|issue:45459", - "issue:44869|issue:45356", - "issue:43232|issue:43673", "issue:44297|issue:44623", + "issue:43232|issue:43673", + "issue:44869|issue:45356", "issue:44361|issue:44749", - "issue:44871|issue:46132", "issue:43646|issue:44162", + "issue:44871|issue:46132", "issue:43673|issue:45278", "issue:44623|issue:45656", "issue:44749|issue:45656", "issue:44749|issue:45310", "issue:42994|issue:43482", - "issue:28282|issue:30990", "issue:43475|issue:45381", - "issue:43475|issue:43643", + "issue:28282|issue:30990", + "issue:45230|issue:45397", "issue:46077|issue:46123", "issue:44038|issue:44623", - "issue:45230|issue:45397" + "issue:43475|issue:43643" ], - "prepared_review_unit_hash": "97110cb9ac456dd0e7df1328222449434f7f7232d996891eeeda9209e0a49bb8", + "prepared_review_unit_hash": "bb01e1323dfa22efa87231435c4bc8b1c215b60c479ea861d4530a66de2e9fe5", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37133, - "estimated_input_tokens": 9284, - "estimated_eval_tokens": 18824 + "serialized_chars": 37140, + "estimated_input_tokens": 9285, + "estimated_eval_tokens": 18826 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly a grab bag of unrelated Transformers regressions across SAM3, Qwen, Gemma, tokenizers, generation, and DeepSpeed. The soft-similarity pairs are thematically related in a few places, but they do not look like the same concrete bug/change, so none should be merged as duplicates.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set ('many import errors after update from 4.57.0 to 5.5.0') and is the best single representative if one must be chosen, though the cluster is too heterogeneous to treat as one duplicate family.", + "summary": "The cluster is heterogeneous and the soft pairs do not appear to be true duplicates; most are distinct model-, tokenizer-, generation-, or infrastructure-specific regressions.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43646 is the broadest framework-level regression in the set and the closest umbrella for the dominant v5/custom-model initialization breakage theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most generally useful representative because it describes a wide regression affecting multiple imports after upgrade, which is closer to a cluster-level symptom than the other narrowly scoped bugs.", + "best_issue_reason": "43646 is the most representative issue for this cluster because it is general, framework-level, and spans the widest slice of the v5 breakage reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Both are SAM3-related, but one is about a dummy Conv2d implementation and the other is a model-type/config warning; different bugs." + "reason": "Different SAM3 problems: a dummy Conv2d choice in the pixel decoder vs a model-type mismatch warning in tracker instantiation." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Different model families and failure modes: missing encoder output field vs video-input processing error." + "reason": "Unrelated model families and failure modes: SAM3 vision encoder output attribute error vs Qwen3OmniMoe video-input ValueError." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and multi-GPU CUDA OOM are unrelated." + "reason": "Offline tokenizer cache loading is unrelated to Gemma4 multi-GPU inference OOM." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve tied embeddings, but one is serialization inconsistency while the other is resize_token_embeddings not updating decoder.embed_tokens." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "Tokenizer special-token registration bug vs a broad ESM2 breakage report; not the same code path." + "reason": "Different models and bugs: BigBirdTokenizer special-token registration vs ESM2 being broadly broken." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Stale indexer cache crash and flash-attention s_aux=None AttributeError are distinct failures." + "reason": "A tied-weights warning bug is not the same as the patchtsmixer post_init policy change." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Both mention tied/embedding behavior, but one is serialization of lm_head.weight and the other is resize_token_embeddings not updating decoder.embed_tokens." + "reason": "Both mention DeepSpeed, but one is a zero3 from_pretrained/loading issue and the other is duplicate optimizer stepping." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Both concern model/config warnings, but they describe different models and different underlying problems." + "reason": "Second-forward stale cache crash is a different code path from flash_attention.py crashing on s_aux=None." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A tie_word_embeddings warning is not the same as a flash-attention generation failure." - }, - { - "left": "issue:45397", - "right": "issue:45656", - "accept": false, - "reason": "Gemma4 from_pretrained/zero3 loading and a double optimizer-step issue in DeepSpeed are separate bugs." + "reason": "A tie_word_embeddings warning during LoRA fine-tuning is unrelated to flash-attention generation malfunction." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "One is a configuration warning about tied embeddings; the other is a stale paged-generate warning." + "reason": "These are different warnings: tie_word_embeddings config noise vs stale num_return_sequences warning in paged generate." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque/index error vs broken auto_mappings references to removed Sam3LiteText configs; different subsystems and symptoms." + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to auto_mappings.py referencing removed Sam3LiteText configs." }, { "left": "issue:43673", "right": "issue:44734", "accept": false, - "reason": "Both involve cache/generation, but one is missing GenerationMixin cache in chunked prefill and the other is a serve-side KV-cache indexing crash." + "reason": "Both touch generation/cache, but chunked_prefill cache absence and /v1/responses KV indexing are different concrete bugs." }, { - "left": "issue:43065", - "right": "issue:46123", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "SAM3 pixel decoder implementation issue vs a MaskGenerationPipeline partial-batch bookkeeping bug; unrelated." + "reason": "A weight-shape mismatch on model load is not the same as a tied-weights warning during LoRA fine-tuning." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:43065", + "right": "issue:46123", "accept": false, - "reason": "Qwen3-VL-30B weight-shape mismatch is not the same as a tie_word_embeddings warning." + "reason": "SAM3 pixel decoder dummy layer issue is unrelated to MaskGenerationPipeline dropping the final partial batch." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "Removed image_utils import vs protobuf-related tokenizer error handling; different modules and failure causes." + "reason": "A missing image_utils import is unrelated to tokenizer error handling when protobuf is absent." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "Whisper timestamp decode crash and Kimi-K2.5 tokenizer regression are unrelated tokenizer/decoder bugs." + "reason": "Both are save_pretrained-related, but tokenizer_class metadata mismatch and missing processor files are different bugs." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both touch generation internals, but sync_gpus update_kwargs behavior is not the same as missing cache during chunked prefill." + "reason": "_update_model_kwargs_for_generation after sync_gpus and missing chunked_prefill cache are separate generation-path failures." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "save_pretrained bugs, but one is tokenizer_class metadata mismatch and the other is processor missing files." + "reason": "Different tokenizer regressions: trailing replacement-character decode crash vs codec-handling warning/regression in Kimi-K2.5." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer task AttributeError and a performance regression after upgrade are different problems." + "reason": "Tokenizer AttributeError on tasks and a large performance slowdown after upgrade are not the same defect." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "Gemma eos_token_id config mismatch is unrelated to AttentionInterface.register changing function behavior." + "reason": "Custom model initialization breakage is much broader than the ESM2-specific failure reported here." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "Generic custom-model initialization breakage and ESM2 breakage are not the same concrete bug." + "reason": "Inconsistent eos_token_id configuration is unrelated to AttentionInterface.register changing callable behavior." }, { "left": "issue:43673", "right": "issue:45278", "accept": false, - "reason": "One is a specific generation cache regression; the other is a broad import-error report after upgrade." + "reason": "A missing cache during chunked_prefill is not the same as many import errors after upgrading." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained missing files and a deepspeed double-step issue are unrelated." + "reason": "Processor save_pretrained missing files is unrelated to DeepSpeed calling optimizer.step twice." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance slowdown after upgrade vs optimizer stepping twice; no shared code-path bug." + "reason": "Performance degradation during filtering is unrelated to duplicate optimizer stepping." }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "Chinese performance regression and Qwen3.5 Moe from_pretrained error are different issues." + "reason": "A slowdown after upgrade is not the same as a Qwen3.5-Moe from_pretrained error." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure vs GGUF loading failure are opposite directions and different code paths." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions and different code paths." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:43475", + "right": "issue:45381", "accept": false, - "reason": "PyTorch missing import error vs Sentence Transformers getting stuck loading are not the same bug." + "reason": "SAM3 video output attribute loss and Qwen2.5-VL video position-id errors are unrelated video-model bugs." }, { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Missing fpn_position_embeddings in SAM3 video output and Qwen2.5-VL video position_ids are unrelated video-model bugs." + "reason": "Missing PyTorch ImportError and Sentence Transformers hanging on load are not the same issue." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Different model families and different initialization/config issues." + "reason": "Generic bug report provides no evidence of the same gemma4 zero3 from_pretrained failure." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Gemma4 attention-mask construction and batch-finalization logic in MaskGenerationPipeline are separate bugs." + "reason": "Gemma4 bidirectional-attention mask construction and MaskGenerationPipeline partial-batch handling are different pipeline/model bugs." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe from_pretrained error and processor.save_pretrained missing files do not describe the same defect." - }, - { - "left": "issue:45230", - "right": "issue:45397", - "accept": false, - "reason": "Generic bug report and Gemma4 zero3 from_pretrained failure are not duplicates." + "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files are unrelated." } ] }, @@ -11630,7 +11510,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 37, "review_unit_count": 49, "status": "reviewed", @@ -11652,6 +11532,7 @@ "issue:42898", "issue:42994", "issue:43232", + "issue:43278", "issue:43377", "issue:43475", "issue:43479", @@ -11664,7 +11545,6 @@ "issue:43873", "issue:43976", "issue:44038", - "issue:44079", "issue:44188", "issue:44222", "issue:44242", @@ -11694,264 +11574,264 @@ "issue:42371|issue:45092", "issue:43475|issue:44661", "issue:42994|issue:43525", - "issue:45081|issue:45103", "issue:45375|issue:45478", + "issue:45081|issue:45103", "issue:45310|issue:45375", - "issue:43873|issue:44945", "issue:41628|issue:44351", - "issue:43232|issue:44188", + "issue:43873|issue:44945", "issue:42673|issue:43704", + "issue:43232|issue:44188", "issue:42831|issue:44222", "issue:44945|issue:45753", - "issue:36010|issue:41628", - "issue:44222|issue:45310", "issue:42994|issue:43824", + "issue:44222|issue:45310", + "issue:36010|issue:41628", + "issue:43232|issue:44792", "issue:42175|issue:45712", "issue:43673|issue:44188", - "issue:43232|issue:44792", - "issue:44038|issue:45310", "issue:44964|issue:45137", + "issue:44038|issue:45310", "issue:44496|issue:45561", "issue:43526|issue:45561", "issue:43504|issue:45561", - "issue:42222|issue:45200", "issue:43377|issue:44242", "issue:42175|issue:44933", + "issue:42222|issue:45200", "issue:42898|issue:44568", "issue:43976|issue:44933", "issue:30990|issue:35141", "issue:43479|issue:44869", - "issue:43479|issue:44079" + "issue:43278|issue:45137" ], - "prepared_review_unit_hash": "81796dffe2fd9d9d6fee8e20ecfd570091b0e810facdf3e4a78124bdeaf886c2", + "prepared_review_unit_hash": "1139214a302da658fc7ff3235cba338eeeab488d10ecdddc62e2c59c4d43dd80", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37228, - "estimated_input_tokens": 9307, - "estimated_eval_tokens": 18870 + "serialized_chars": 37232, + "estimated_input_tokens": 9308, + "estimated_eval_tokens": 18872 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are only superficially similar and should stay separate. I tightened the Qwen3.5 triage: 45375/45478 is not a safe duplicate, while the stronger duplicate signal in that cluster is the identical 45310/45478 title pair. Among the provided soft edges, only 42673/43704 is a true duplicate.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45310 is the best issue anchor for the Qwen3.5 MoE from_pretrained regression because it is concrete and its matching duplicate signal is the identical-title report in issue:45478; issue:45375 describes a different missing-field/config serialization problem.", + "summary": "This cluster is mostly heterogeneous transformer bug reports with one clear duplicate pair: the repeated Qwen3ForCausalLM VRAM leak report. The rest are related only at a broad subsystem level and should stay separate.", + "confidence": 0.87, + "canonical_issue_reason": "issue:42673 is the strongest canonical issue because it is the earlier, more detailed report and it has an exact duplicate in issue:43704.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest overall issue candidate because it represents the clearest repeated Qwen3.5 MoE regression and is the cleanest anchor for the true duplicate pair with issue:45478.", + "best_issue_reason": "issue:42673 is the best representative of the true duplicate pair in this cluster; it has the clearest wording and richer discussion context.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different code paths." + "reason": "Different import failures for different symbols/modules; same general area but not the same bug." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 configuration behavior and multimodal meta-initialization compatibility are unrelated." + "reason": "TF32 API guidance vs meta-init incompatibility for a specific model; unrelated root causes." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "A missing vision-output attribute is not the same bug as a tokenizer-mapping registration failure." + "reason": "Sam3 vision encoder attribute error vs tokenizer-mapping registration bug; not the same code path." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized save failure and missing config attribute are different defects." - }, - { - "left": "issue:45081", - "right": "issue:45103", - "accept": false, - "reason": "Tokenizer regex patching and auto-docstring annotation handling crash in different subsystems." + "reason": "Quantized save failure and missing pad_token_id are separate model/config problems." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Related Qwen3.5 reports, but one is a missing deepstack field while the other is a generic from_pretrained error; not the same concrete bug." + "reason": "Related Qwen3.5 Moe area, but one is a missing config field and the other is a from_pretrained error; not clearly the same fix." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Both are Qwen3.5 MoE-related, but the symptoms differ enough that they are not clearly the same bug." + "reason": "Tokenizer regex crash vs auto-docstring crash from future annotations; unrelated." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "VRAM leakage in dataloader threads and incorrect output under pipeline parallelism are different problems." + "reason": "Both involve Qwen3.5 Moe, but one is a generic from_pretrained error and the other is a specific missing field; too broad to merge." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "They are both imports, but they concern different missing top-level symbols." + "reason": "Both are import errors, but for different names and different fixes." }, { - "left": "issue:43232", - "right": "issue:44188", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Generation kwargs syncing and torch.compile attention-kernel branching are unrelated failures." + "reason": "Quantization offloading behavior and pipeline-parallel output mismatch are different bugs." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Same Qwen3ForCausalLM VRAM leak report with matching title and symptom." + "reason": "Exact same VRAM leak report with identical title and same affected model; 42673 is the fuller earlier report." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update issue vs attention-kernel divergence under torch.compile; different failure modes." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FP8 accuracy degradation and FP8 save_pretrained failure are distinct issues." + "reason": "Both mention FP8, but accuracy regression and save_pretrained failure are distinct problems." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallel output corruption and a Qwen3_5 image-specific infinite loop are different bugs." + "reason": "Pipeline-parallel wrong output vs Qwen3.5 infinite loop on a specific image are unrelated symptoms." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "GenerationMixin import failure and AutoImageProcessor import failure are separate regressions." + "reason": "Model saving failure and an import error for Qwen2.5 VL are unrelated." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained for moe and Qwen3.5 MoE from_pretrained error are different code paths." + "reason": "FP8 save_pretrained issue and Qwen3.5 Moe from_pretrained error touch the same family but not the same concrete bug." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports from different namespaces; not the same underlying defect." + }, + { + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Quantized model saving and Qwen2.5-VL import failure are unrelated." + "reason": "Generation cache handling and a Janus image-generation test failure are unrelated." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Missing TF backend from extras and leftover dummy classes leaking into the repo are unrelated packaging issues." + "reason": "Package extra dependency omission vs leftover dummy classes in repo checks; different concerns." }, { "left": "issue:43673", "right": "issue:44188", "accept": false, - "reason": "Chunked-prefill cache handling and attention-kernel divergence are not the same bug." + "reason": "Chunked-prefill generation cache issue and attention-kernel branching issue are not the same bug." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Generation kwargs update and a janus image-generation test failure are different failures." + "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque error are unrelated." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both involve Qwen MoE models, but the reported symptoms and model variants differ enough that they are not the same concrete bug." - }, - { - "left": "issue:44964", - "right": "issue:45137", - "accept": false, - "reason": "Phi-4 multimodal loading and a DeepSpeed ZeRO3 deque error are unrelated." + "reason": "Different Qwen model variants and different reported failures; too broad to treat as duplicate." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model config recognition failure and pytest-xdist file race are unrelated." + "reason": "Model config loading error vs xdist test-file race; no shared code path." }, { "left": "issue:43526", "right": "issue:45561", "accept": false, - "reason": "Label reduction bug and pytest-xdist file race are unrelated." + "reason": "Beit image processor label reduction bug and xdist race are unrelated." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Legacy-field model loading bug and pytest-xdist file race are unrelated." - }, - { - "left": "issue:42222", - "right": "issue:45200", - "accept": false, - "reason": "Broken VitPose models and Gemma 4 token-type defaults are different model-specific issues." + "reason": "Beit pretrained-load legacy field issue and xdist race are unrelated." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "Padding-mask support in MIMI and missing load-balancing loss when router logits are off are different issues." + "reason": "Missing padding-mask support in MIMI encoder vs router-logits load-balancing loss bug are different changes." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Missing TF backend from extras and nonexistent image_utils import are unrelated." + "reason": "Backend dependency packaging and nonexistent image_utils import are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaulting are separate model-specific bugs." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Tokenization cleanup-space behavior and special-token insertion are different regressions." + "reason": "Tokenizer cleanup behavior change and add_special_tokens BOS/EOS regression are different tokenization issues." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility and nonexistent image_utils import are unrelated." + "reason": "Python version compatibility and image_utils import exposure are unrelated." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "A loading stall in Sentence Transformers and token-embedding reinitialization are unrelated." + "reason": "Sentence Transformers loading hang and embedding reinitialization after resize are separate model lifecycle bugs." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Multimodal config initialization and Whisper word-timestamp decoding are unrelated." + "reason": "Multimodal config defaults and Whisper timestamp decode crash are unrelated." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Default config initialization and ModelOutput key assignment are unrelated." + "reason": "Embedding dtype drift during eval and DeepSpeed deque underflow are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The review is not conservative enough on the Qwen3.5 pair. In the packet, issue:45375 is about a missing `deepstack_visual_indexes` field in `Qwen3_5MoeVisionConfig`, while issue:45478 is the generic `Qwen3.5 Moe from_pretrained error`. Those are related, but the evidence does not clearly establish the same concrete bug, so accepting that soft-edge pair overstates the packet. The summary also overstates by saying the only clear duplicate Qwen3.5 pair is represented by 45375/45478; the stronger duplicate signal is the identical 45310/45478 title pair, not 45375/45478." + "accept": true, + "feedback": "Grounded and conservative overall. The only positive duplicate call, issue:42673 vs issue:43704, is well supported by identical titles and matching model/symptom, and the canonical choice is reasonable. The remaining soft-edge rejections stay appropriately cautious and do not overclaim shared causality." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -11959,7 +11839,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 38, "review_unit_count": 49, "status": "reviewed", @@ -11981,7 +11861,6 @@ "issue:42831", "issue:42898", "issue:43116", - "issue:43278", "issue:43479", "issue:43644", "issue:43723", @@ -11989,6 +11868,7 @@ "issue:43824", "issue:43874", "issue:44060", + "issue:44079", "issue:44188", "issue:44190", "issue:44206", @@ -12003,11 +11883,11 @@ "issue:44734", "issue:44779", "issue:44933", + "issue:44977", "issue:45071", "issue:45092", "issue:45103", "issue:45125", - "issue:45137", "issue:45245", "issue:45310", "issue:45356", @@ -12019,280 +11899,287 @@ "issue:46132" ], "soft_pairs": [ + "issue:43479|issue:44079", "issue:44623|issue:45310", - "issue:43278|issue:45137", "issue:44188|issue:44373", "issue:42898|issue:45812", - "issue:43784|issue:43824", "issue:30333|issue:33290", + "issue:43784|issue:43824", "issue:44734|issue:45103", "issue:43723|issue:44568", - "issue:42898|issue:45356", "issue:42898|issue:44779", + "issue:42898|issue:45356", + "issue:43874|issue:45092", "issue:44060|issue:45125", "issue:45405|issue:45712", - "issue:43874|issue:45092", "issue:42898|issue:44448", - "issue:44933|issue:45712", "issue:44295|issue:45656", + "issue:44933|issue:45712", "issue:44448|issue:46132", "issue:44222|issue:44297", - "issue:43116|issue:44190", "issue:44297|issue:45656", + "issue:43116|issue:44190", "issue:43479|issue:43644", - "issue:44190|issue:46082", "issue:42831|issue:44623", + "issue:44190|issue:46082", "issue:44222|issue:44623", - "issue:45245|issue:46132", - "issue:44206|issue:45103", "issue:30333|issue:36331", + "issue:45245|issue:46132", "issue:41628|issue:42757", + "issue:30333|issue:34689", "issue:22355|issue:28282", "issue:45071|issue:46082", - "issue:30333|issue:34689", + "issue:44206|issue:45103", "issue:28282|issue:30333", - "issue:44297|issue:45310", "issue:30333|issue:35141", - "issue:44222|issue:44484" + "issue:44297|issue:45310", + "issue:44222|issue:44484", + "issue:43723|issue:44977" ], - "prepared_review_unit_hash": "52da0c376fc795bcf92b5b5b9590089d3e3ae14f38e46322e5af238663f948f4", + "prepared_review_unit_hash": "517e2ab786868edc7dc835c84c9002fa17183e643b88643dcb990eb2be04f278", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38218, - "estimated_input_tokens": 9555, - "estimated_eval_tokens": 19366 + "soft_pair_count": 36, + "serialized_chars": 38517, + "estimated_input_tokens": 9630, + "estimated_eval_tokens": 19516 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a loose collection of unrelated Transformers issues, with several soft similarities around tokenizer/v5 regressions but no strong duplicate pairs. The best representative issue is the generic tokenizer regression report, while no PRs are present.", - "confidence": 0.58, - "canonical_issue_reason": "issue:42898 is the broadest, most representative user-facing regression in the set: a concrete v5 behavior change affecting tokenization, which is the main theme shared by several of the softer similarity candidates.", + "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad Transformers-v5 similarity, not the same concrete bug. I would not merge any of the proposed soft edges. If one issue must represent the cluster, the Granite tokenizer regression is the best single example because it is concrete, impactful, and well-scoped.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45812 is the clearest high-impact regression in the set: it has a specific failure mode, broad model impact, and a concrete tokenizer correctness problem rather than a vague API complaint.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the clearest standalone bug report with a specific version boundary and reproducible tokenizer behavior change; it is the most suitable anchor for this cluster.", + "best_issue_reason": "issue:45812 is the strongest standalone issue for triage because it describes a silent correctness regression affecting all Granite models, which is more actionable than the other more generic or peripheral reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Both mention save/from_pretrained-style failures, but one is about processor serialization and the other is a Qwen3.5 MoE load error; different code paths and failure modes." + "reason": "Different bugs: Phi4MultimodalConfig default-init handling vs ModelOutput key assignment when a value was previously None." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "BF16/FP32 dtype drift during train/eval is unrelated to the DeepSpeed ZeRO3 deque IndexError." + "reason": "Both involve save/load flows, but one is missing processor files on save and the other is a Qwen3.5-MoE from_pretrained failure; different code paths and symptoms." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence on torch.compile is unrelated to a wrong docstring for position_ids." + "reason": "Attention kernel branching under torch.compile is unrelated to a position_ids docstring issue." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is a generic clean_up_tokenization_spaces behavior change and the other is Granite token IDs being wrong; different concrete bugs." + "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is wrong Granite token IDs; not the same underlying bug." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Importing sentence-transformers with missing nn is a dependency/import issue, not the missing Qwen2_5_VL model class." + "reason": "MLflow reporting on failed training jobs is unrelated to Adafactor OOMs in DeepSpeed." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to an OOM in DeepSpeed with Adafactor." + "reason": "Both are import errors, but they are for different symbols, different modules, and different root causes." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation tensor indexing in serve is unrelated to the auto_docstring crash under future annotations." + "reason": "KV-cache tensor indexing in serve is unrelated to the auto_docstring crash caused by future annotations." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions, but one is tokenizer loading in v5 and the other is add_special_tokens/BOS-EOS handling for a specific tokenizer; not the same underlying bug." - }, - { - "left": "issue:42898", - "right": "issue:45356", - "accept": false, - "reason": "Both are tokenizer-related regressions, but one concerns generic tokenization-space cleanup while the other is Kimi-K2.5 codec handling and a warning message." + "reason": "Generic tokenizer loading in v5 is not the same bug as add_special_tokens failing to add BOS/EOS for one tokenizer." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Deepseek tokenization correctness and clean_up_tokenization_spaces are distinct tokenizer bugs with different symptoms and likely fixes." + "reason": "Different tokenizer regressions with different symptoms and models; no shared concrete failure path." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "A wrong tied-weights warning for Qwen3-Next is unrelated to a missing _tp_plan for Qwen3_5Moe tensor parallelism." + "reason": "clean_up_tokenization_spaces behavior change is unrelated to Kimi codec handling and warning logic." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "PEFT version pinning and leftover dummy classes are unrelated maintenance issues." + "reason": "Missing get_number_of_image_patches and remote-code meta-init incompatibility are distinct model-loading issues." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "A missing image-patch count method in GLM46V is not the same bug as old InternVL2 checkpoints failing meta initialization." + "reason": "A tied-weights warning bug is not the same as a missing _tp_plan for tensor parallelism." }, { - "left": "issue:44933", + "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "A nonexistent import from image_utils is unrelated to dummy PT object cleanup." + "reason": "A dependency version bump and leftover dummy class cleanup are unrelated maintenance issues." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Pegasus output differences between v4 and v5 are a model-generation regression, not the same as generic tokenization-space cleanup." + "reason": "Tokenizer cleanup behavior and Pegasus v4/v5 output drift are different regressions." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Registering position_ids as a buffer causing read errors is unrelated to optimizer.step being called twice with DeepSpeed." + "reason": "Position_ids buffer readback and optimizer.step being called twice under DeepSpeed are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import and dummy_pt_objects cleanup are both import-surface problems, but not the same bug." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Different output for Pegasus and AttentionInterface.register changing callback behavior are unrelated concerns." + "reason": "Pegasus output changes and AttentionInterface.register behavior changes are different subsystems and failure modes." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained for MoE models and tokenizer.save_pretrained metadata mismatch are different serialization bugs." + "reason": "FP8 save_pretrained behavior and tokenizer_config class metadata mismatch are unrelated serialization bugs." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Empty multi-label classification results in an example script is unrelated to loading a local dataset in another training script." + "reason": "Tokenizer metadata mismatch is unrelated to the DeepSpeed double-step optimizer bug." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Tokenizer save_pretrained class metadata mismatch is unrelated to DeepSpeed optimizer double-step behavior." + "reason": "A multi-label classification example returning empty results is different from a local dataset loading failure in another example script." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Incorrect default multimodal config initialization is unrelated to non-persistent buffers being filled with junk." + "reason": "Incorrect default config initialization is not the same as non-persistent buffers being filled with junk." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "An FP8 accuracy issue is unrelated to missing files in processor.save_pretrained." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + "reason": "Example dataset loading and LlamaConfig validation are unrelated." }, { - "left": "issue:42831", + "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy issues are not the same as missing files from processor.save_pretrained." + "reason": "Both mention save_pretrained, but one is an FP8 MoE issue and the other is missing processor artifacts; different fixes." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "Both involve save_pretrained, but one is an FP8 MoE save issue and the other is missing processor files; different artifacts and failure modes." + "reason": "MLflow status reporting is unrelated to the Trainer compute_loss signature change." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category cardinality limits are unrelated to AttentionInterface.register behavior changes." + "reason": "Category-cardinality limits and AttentionInterface.register behavior are unrelated." }, { - "left": "issue:44206", - "right": "issue:45103", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "A LasrFeatureExtractor argument regression is unrelated to an auto_docstring annotation crash." + "reason": "Import failures from different packages/modules with different missing symbols." }, { "left": "issue:30333", - "right": "issue:36331", - "accept": false, - "reason": "MLflow reporting for failed jobs and CustomTrainer.compute_loss signature changes are separate training-stack bugs." - }, - { - "left": "issue:41628", - "right": "issue:42757", + "right": "issue:34689", "accept": false, - "reason": "Missing AutoImageProcessor import and missing is_offline_mode from huggingface_hub are different import breakages." + "reason": "MLflow job reporting and Llama 3.2 model loading are unrelated." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Missing transformers.onnx and missing PyTorch for AutoModel are unrelated dependency/import issues." + "reason": "Missing transformers.onnx and missing PyTorch are different import/dependency problems." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig type checking regression is unrelated to LlamaConfig head_dim validation." + "reason": "Type-checking regression in PretrainedConfig is unrelated to explicit head_dim validation in LlamaConfig." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:44206", + "right": "issue:45103", "accept": false, - "reason": "MLflow failure reporting and Llama 3.2 vision model loading are unrelated." + "reason": "Unsupported center argument in a feature extractor is unrelated to the auto_docstring annotations crash." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "PyTorch-not-found ImportError and MLflow reporting on failed training are unrelated." + "reason": "PyTorch-not-found import error and MLflow failed-job reporting are unrelated." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:30333", + "right": "issue:35141", "accept": false, - "reason": "Tokenizer class metadata mismatch in save_pretrained is unrelated to Qwen3.5 MoE from_pretrained loading failure." + "reason": "MLflow reporting and embedding reinitialization during post_init are different bugs." }, { - "left": "issue:30333", - "right": "issue:35141", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Training-job MLflow reporting and embedding reinitialization after resize are unrelated." + "reason": "Tokenizer save metadata mismatch is unrelated to Qwen3.5-MoE from_pretrained failure." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MoE save_pretrained and the max_shard_size default question are not the same bug." + "reason": "FP8 save_pretrained and max_shard_size default behavior are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3.5 flash-attention generation issue are different failures." } ] }, @@ -12306,7 +12193,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 39, "review_unit_count": 49, "status": "reviewed", @@ -12350,7 +12237,6 @@ "issue:44829", "issue:44871", "issue:44913", - "issue:44977", "issue:44991", "issue:45092", "issue:45103", @@ -12366,23 +12252,22 @@ "issue:46082" ], "soft_pairs": [ - "issue:43723|issue:44977", "issue:43232|issue:45834", "issue:44263|issue:45092", "issue:43761|issue:46082", "issue:44373|issue:44485", + "issue:44295|issue:44623", "issue:44483|issue:45406", "issue:44263|issue:44360", - "issue:44295|issue:44623", "issue:44514|issue:45103", "issue:43723|issue:44871", - "issue:45092|issue:45357", - "issue:43723|issue:44991", "issue:30990|issue:38175", + "issue:45092|issue:45357", "issue:42907|issue:46050", + "issue:43723|issue:44991", + "issue:44261|issue:45092", "issue:44829|issue:46002", "issue:43723|issue:44442", - "issue:44261|issue:45092", "issue:41628|issue:43824", "issue:42831|issue:45310", "issue:43479|issue:44913", @@ -12390,235 +12275,232 @@ "issue:42831|issue:44038", "issue:39401|issue:44568", "issue:42757|issue:45278", - "issue:43232|issue:45593", "issue:42886|issue:42994", - "issue:42831|issue:45753", + "issue:43232|issue:45593", "issue:43756|issue:44060", + "issue:42831|issue:45753", "issue:42886|issue:43066", "issue:22355|issue:28218" ], - "prepared_review_unit_hash": "ce4ec132738576a0cc51da25d7412123a518cc12d61c46434caedad4bdcbc33a", + "prepared_review_unit_hash": "4adf4f2aa035c84a4bc1e0c1ced91139fa229a91e09b44059438ec7c368a3f74", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36333, - "estimated_input_tokens": 9084, - "estimated_eval_tokens": 18424 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35476, + "estimated_input_tokens": 8869, + "estimated_eval_tokens": 17994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports with a loose concentration of tokenizer/import regressions; none of the soft pairs are strong enough to treat as true duplicates from titles alone.", - "confidence": 0.42, - "canonical_issue_reason": "issue:43723 is the broadest and most representative of the repeated v5 tokenizer-loading regression theme, so it is the best single issue anchor in this mixed set.", + "summary": "Mostly a heterogeneous set of unrelated Transformers issues. The only clear duplicate pocket is around v5 AutoTokenizer/tokenizer loading regressions; everything else is too far apart in code path and failure mode to merge.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43723 is the broadest tokenizer-loading regression in the set and best serves as the umbrella for the related v5 AutoTokenizer failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 best fits the recurring tokenizer-loading/import failure pattern, but the cluster is too heterogeneous for a strong canonical choice.", + "best_issue_reason": "issue:43723 is the most representative and actionable issue here: it targets the shared tokenizer-loading path that also explains the accepted related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43723", - "right": "issue:44977", - "accept": false, - "reason": "One is a tokenizer-loading regression; the other is a Qwen3.5 generation/flash-attention problem. Different code paths and symptoms." - }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs handling after sync_gpus is unrelated to Kosmos2.5 long OCR input indexing." + "reason": "Different code paths: generation kwargs sync behavior vs a long-OCR index error in Kosmos2.5." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "torch.split/indexer behavior and InternVL2 meta-init compatibility are unrelated bugs." + "reason": "GLM DSA indexer tensor-splitting bug is unrelated to remote-code checkpoint/meta-initialization incompatibility." }, { "left": "issue:43761", "right": "issue:46082", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and LlamaConfig head_dim validation are different subsystems and failures." + "reason": "Different models and failures: CLIP hidden_states regression vs LlamaConfig head_dim validation." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "A docstring error for position_ids is not the same as a GLM-5 RoPE implementation bug." + "reason": "A docstring typo is not the same as a RoPE implementation bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer reading error and processor.save_pretrained missing files are separate issues." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat/completions request validation and Gemma4Processor missing _tokenizer are distinct problems." + "reason": "Both are service-facing crashes, but the chat-completions API rejection and Gemma4Processor _tokenizer crash are different bugs." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both touch the DSA indexer, but one is torch.split return values while the other is a missing ReLU; not the same bug." - }, - { - "left": "issue:44295", - "right": "issue:44623", - "accept": false, - "reason": "Reading position_ids after buffer registration and processor.save_pretrained missing files are different failure modes." + "reason": "Both mention DSA/GLM components, but one is tensor splitting and the other is a missing ReLU; not the same underlying defect." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Qwen2_5_VLProcessor batch padding crash is unrelated to the auto_docstring future-annotations AttributeError." + "reason": "Processor apply_chat_template batching crash and auto-docstring future-annotations crash are unrelated." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer-loading regression vs mismatched eos_token_id configuration; related to tokenizers, but not the same underlying bug." + "reason": "Both are tokenizer/config regressions, but loading failure and eos_token_id mismatch are different code paths." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are unrelated symptoms." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "InternVL2 meta-init incompatibility and Qwen3.5 save_pretrained key corruption are separate model-specific save/load issues." + "reason": "Both touch multimodal model persistence, but remote-code meta-init incompatibility and incorrect visual encoder keys are distinct failures." }, { - "left": "issue:43723", - "right": "issue:44991", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "Both are tokenizer-load failures in v5, but one is generic and the other is model-specific; insufficient evidence of one shared root cause." + "reason": "Both concern quantized model saving, but dequantized Ministrals/Devstrals saving and sinq round-trip breakage are not the same bug." }, { - "left": "issue:30990", - "right": "issue:38175", - "accept": false, - "reason": "Sentence Transformers loading hang and SigLIP2 zero-probabilities are unrelated." + "left": "issue:43723", + "right": "issue:44991", + "accept": true, + "reason": "Same underlying v5 tokenizer-loading regression: AutoTokenizer/from_pretrained fails to load tokenizers." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Different quantization save/load problems with different methods and symptoms; not clearly the same bug." + "reason": "MLA q_a_layernorm epsilon precision issue is unrelated to old InternVL2 checkpoint meta-initialization failure." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Flash-attention training degeneration and NaNs after checkpoint/init are not the same code-path issue." + "reason": "Flash-attention training degeneration and NaNs on checkout/init are separate training stability problems." }, { "left": "issue:43723", "right": "issue:44442", - "accept": false, - "reason": "Both involve AutoTokenizer loading, but the metadata is too different to conclude a single duplicate bug." - }, - { - "left": "issue:44261", - "right": "issue:45092", - "accept": false, - "reason": "MLA layernorm epsilon precision and InternVL2 meta-init are unrelated." + "accept": true, + "reason": "Same concrete failure class: AutoTokenizer/from_pretrained cannot load a tokenizer under v5." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different root causes; not a true duplicate." + "reason": "Both are import errors, but they are different missing exports/classes and likely different fixes." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy and Qwen3.5 from_pretrained error are unrelated." + "reason": "FineGrainedFP8 accuracy loss and Qwen3.5 from_pretrained failure are unrelated." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Config default initialization on None and rotary_pct not persisting on reload are different config bugs." + "reason": "Different config bugs in different models: default subconfig initialization vs rotary_pct not persisting on reload." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "Indexing/torch.split behavior and a docstring typo are not the same underlying issue." + "reason": "Tensor-splitting logic and a position_ids docstring typo do not share the same underlying bug." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Accuracy with FineGrainedFP8 and a Qwen3-VL-Moe bug are not the same change or failure." + "reason": "FP8 accuracy regression and Qwen3-VL-Moe loading bug are unrelated." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Offset mapping wrong for Qwen3 and add_special_tokens missing BOS/EOS are distinct tokenizer bugs." + "reason": "Tokenizer offset_mapping corruption and missing BOS/EOS insertion are different tokenizer behaviors." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "A missing huggingface_hub symbol and broad import errors after upgrade are related only at a very high level; not enough for duplication." - }, - { - "left": "issue:43232", - "right": "issue:45593", - "accept": false, - "reason": "Generation-state handling and D-FINE auxiliary-loss behavior are unrelated." + "reason": "A specific missing huggingface_hub symbol is too different from a broad 'many import errors' report to treat as the same bug." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving are different workflows and bugs." + "reason": "Offline cache tokenizer loading and quantized model saving failures are unrelated." }, { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "FineGrainedFP8 accuracy and Qwen3_5 infinite-loop image behavior are unrelated." + "reason": "Generation sync_gpus handling and D-FINE auxiliary-loss behavior are unrelated code paths." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and Qwen3-Next tied-weights warning are different model/config issues." + "reason": "RoPE-layer truncation in Smollm3 and Qwen3-Next tied-weights warning bug are different model-configuration issues." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3_5 infinite loop on a specific image are unrelated." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading failure and wrong decoder type in v5 are different tokenizer issues." + "reason": "Offline tokenizer cache loading and wrong tokenizer decoder type in v5 are different tokenizer bugs." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Missing transformers.onnx module and extra-space tokenization behavior are unrelated." + "reason": "ONNX import failure and extra-space added-token behavior are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: most pairs are clearly different bug classes by title, and the only accepted pocket around issue:43723 is conservatively justified by the repeated v5 AutoTokenizer/tokenizer-loading failures in related issues. No soft-edge verdict overstates the evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 40, "review_unit_count": 49, "status": "reviewed", @@ -12628,7 +12510,7 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ - "issue:29127", + "issue:28218", "issue:30990", "issue:33357", "issue:36296", @@ -12678,23 +12560,23 @@ "issue:46132" ], "soft_pairs": [ - "issue:43122|issue:44521", "issue:43576|issue:43784", + "issue:43122|issue:44521", "issue:44671|issue:46132", "issue:44117|issue:44704", "issue:43646|issue:46002", - "issue:30990|issue:33357", "issue:42371|issue:44263", - "issue:44704|issue:45290", - "issue:43232|issue:44743", - "issue:41628|issue:45278", + "issue:30990|issue:33357", "issue:44295|issue:44297", + "issue:41628|issue:45278", + "issue:43232|issue:44743", + "issue:44704|issue:45290", "issue:42907|issue:44945", - "issue:43122|issue:44514", - "issue:43976|issue:44945", - "issue:39401|issue:44488", "issue:44261|issue:44373", "issue:43784|issue:45600", + "issue:43122|issue:44514", + "issue:39401|issue:44488", + "issue:43976|issue:44945", "issue:42907|issue:43937", "issue:43408|issue:43475", "issue:44360|issue:44485", @@ -12703,234 +12585,234 @@ "issue:43116|issue:45200", "issue:42907|issue:44964", "issue:44038|issue:44297", - "issue:29127|issue:30990", + "issue:28218|issue:30990", + "issue:44038|issue:44295", "issue:43122|issue:44779", - "issue:36296|issue:43116", "issue:43824|issue:44351", - "issue:44038|issue:44295", + "issue:36296|issue:43116", "issue:42907|issue:43452", "issue:44038|issue:44222" ], - "prepared_review_unit_hash": "e228d15e2d0065acabe271c1bbaa4f26f0acb70dc14c6a261c4ad50b7f1fb170", + "prepared_review_unit_hash": "2c850dcd099f1268bb1adad679c7221ad5529b907b6a99ab34e245910b5a0da5", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36845, - "estimated_input_tokens": 9212, - "estimated_eval_tokens": 18680 + "serialized_chars": 36786, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most pairs are only loosely related by broad Transformers subsystems or version-regression language, not the same underlying bug/change. No soft-edge pair looks safe to merge as a duplicate.", - "confidence": 0.9, - "canonical_issue_reason": null, + "summary": "The cluster is heterogeneous: most pairs only share a broad subsystem (tokenizers, generation, imports, multimodal models, or v5 regressions) but not the same concrete bug or change. I would not merge any of the soft edges as duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "If one issue must anchor the cluster, #43122 is the broadest tokenizer-regression report and is the closest fit to the few tokenizer-related items, but the set is too mixed to be a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the broadest regression-style report in the set (many import errors after upgrading to v5.5.0) and is the best loose representative if a single issue must anchor the cluster, but it does not match most of the other items closely.", + "best_issue_reason": "#43122 is the best single issue to represent the cluster because it describes a concrete version-regression in tokenization behavior, which is the most recurring theme among the candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "Both involve tokenization/template behavior, but one is a version-to-version tokenization change and the other is multimodal assistant-mask generation; different bugs." + "reason": "Different problems: broken transformers env command vs a sentence-transformers import NameError." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "A broken `transformers env` command and an import-time `nn` NameError are unrelated failure modes." + "reason": "Both involve tokenization, but one is a version-to-version tokenization change and the other is assistant_masks being all zero in multimodal chat templates." }, { "left": "issue:44671", "right": "issue:46132", "accept": false, - "reason": "Incorrect CamemBERT MLM predictions and `AttentionInterface.register` changing function behavior are distinct code paths." + "reason": "Masked-LM prediction bug in CamemBERT is unrelated to AttentionInterface.register changing function behavior." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Tokenizer mapping fallback handling vs `AutoProcessor.from_pretrained` kwargs forwarding are separate API issues." + "reason": "TOKENIZER_MAPPING_NAMES None handling is a from_pretrained mapping bug, while the other is AutoProcessor kwargs propagation to cached_file." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are different underlying problems." - }, - { - "left": "issue:30990", - "right": "issue:33357", - "accept": false, - "reason": "Loading hangs for Sentence Transformers and a MacOS bus error with a CLIP model are not the same bug." + "reason": "Custom model initialization breakage is a different failure mode from NaNs in classification heads after checkout/init." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 API guidance and a `torch.split()` return-value issue in GlmMoeDsaIndexer are unrelated." + "reason": "TF32 API-setting guidance is unrelated to the GlmMoeDsaIndexer torch.split return-value issue." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "`cached_file` kwarg forwarding and chat-template crashes with tool-call messages are different processor paths." + "reason": "Loading hang in sentence-transformers is not the same bug as a MacOS bus error with a CLIP model." }, { - "left": "issue:43232", - "right": "issue:44743", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Both touch generation/cache logic, but one is `_update_model_kwargs_for_generation` after `sync_gpus` and the other is recurrent-state reset in a Qwen module; not the same defect." + "reason": "Reading position_ids after buffer registration and tokenizer_class mismatch on save_pretrained affect different code paths." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "A single missing `AutoImageProcessor` import is narrower than the broad multi-import regression in v5.5.0." + "reason": "A specific missing AutoImageProcessor import is not the same as many unrelated import errors after upgrading." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Generation kwargs sync bug and Qwen3.5 recurrent-state reset are different generation paths and symptoms." + }, + { + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Reading `position_ids` after buffer registration and saving tokenizer class metadata are unrelated." + "reason": "Passing kwargs to cached_file is unrelated to chat-template crashes with tool-call assistant messages." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Dequantized model saving and incorrect output under pipeline parallelism are different functional areas." + "reason": "Saving dequantized Ministral/Devstral models is a save/load bug, not a pipeline-parallelism output bug." }, { - "left": "issue:43122", - "right": "issue:44514", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "Both mention tokenization/chat templates, but the first is a general version tokenization shift and the second is a batched multimodal padding crash." + "reason": "Missing rms_norm_eps in MLA config and a wrong position_ids docstring are not the same underlying issue." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Python version compatibility and pipeline-parallel inference correctness are unrelated." + "reason": "Sentence-transformers import failure is unrelated to stale auto_mappings references breaking CI." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:43122", + "right": "issue:44514", "accept": false, - "reason": "Qwen3 offset mapping errors and a model load failure for `cjvt/sleng-bert` do not describe the same bug." + "reason": "These are both tokenizer-related, but one is general tokenization regression and the other is batched apply_chat_template crashing with padding=False." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "A numerical precision/config issue and a wrong docstring are not duplicates." + "reason": "Qwen3 offset_mapping is a tokenizer alignment bug, while loading cjvt/sleng-bert is a model loading issue." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Import-time `nn` failure in sentence-transformers and stale `auto_mappings.py` config references are different import regressions." + "reason": "Python version compatibility in 5.1.0 is unrelated to incorrect LLM output under pipeline parallelism." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Saving dequantized models and invalid `GenerationConfig` errors are separate problems." + "reason": "Model save failure for dequantized models is different from invalid GenerationConfig for GLM-5." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "The first is a model-type mismatch warning; the second is a missing attribute on a SAM3 output object." + "reason": "A model-type mismatch warning is not the same bug as a missing fpn_position_embeddings attribute." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation issues are unrelated." + "reason": "DSA indexer ReLU discussion is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Offset-mapping correctness and multimodal assistant masks are different tokenizer/processor bugs." + "reason": "Both involve tokenizer behavior, but offset_mapping corruption and multimodal assistant_masks are different outputs and code paths." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "`num_labels` propagation for Qwen3.5 and flash-attention-3 degenerate training are separate model/training issues." + "reason": "num_labels propagation in Qwen3.5 is unrelated to degenerate training with flash_attention_3." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Empty multi-label outputs in an example script and missing default `mm_token_type_ids` are not the same failure." + "reason": "Empty multi-label classification results in an example script are not the same as missing mm_token_type_ids defaults for Gemma 4 fine-tuning." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Dequantized save failures and inability to load a multimodal Phi-4 model are different code paths." + "reason": "Saving dequantized models and loading Phi-4 multimodal instruct are separate model lifecycle bugs." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe behavior and tokenizer save metadata mismatch are unrelated." + "reason": "Qwen3-VL-Moe loading issues are unrelated to tokenizer_class being written incorrectly on save_pretrained." }, { - "left": "issue:29127", + "left": "issue:28218", "right": "issue:30990", "accept": false, - "reason": "LayoutLMv3 box-validation messaging and a loading hang in Sentence Transformers are unrelated." + "reason": "Extra-space tokenization bug and loading hang have no common failing code path." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different symptoms (`offset_mapping` vs general incorrect tokenization)." + "reason": "Qwen3-VL-Moe loading and position_ids buffer access are unrelated issues." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "Tensor-parallel training bug and example-script multi-label output failure are different areas." + "reason": "Both are tokenizer regressions, but they concern different models and different symptoms; not the same concrete bug." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Missing Qwen2.5-VL export and missing HybridCache export are separate import errors." + "reason": "Missing Qwen2_5_VLForConditionalGeneration import and missing HybridCache import are separate import/export regressions." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Qwen3-VL-Moe model behavior and `position_ids` buffer-read issues are unrelated." + "reason": "Tensor parallel training bug is unrelated to multi-label classification returning empty results." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Saving dequantized models and `gguf_file`-related loading failures are different bugs." + "reason": "Dequantized save_pretrained failure and gguf_file breaking from_pretrained are different loading/saving paths." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "A Qwen3-VL-Moe regression and FP8 save_pretrained behavior for MoE are not the same underlying issue." + "reason": "Qwen3-VL-Moe model issues are not the same as FP8 save_pretrained problems, even if both mention MoE." } ] }, @@ -12944,7 +12826,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 41, "review_unit_count": 49, "status": "reviewed", @@ -13005,229 +12887,236 @@ "soft_pairs": [ "issue:45216|issue:45478", "issue:42757|issue:44351", - "issue:43278|issue:44945", "issue:43784|issue:45446", - "issue:43122|issue:44977", + "issue:43278|issue:44945", "issue:22355|issue:29159", + "issue:43122|issue:44977", + "issue:42673|issue:45072", "issue:43493|issue:45753", + "issue:38617|issue:45278", "issue:43066|issue:44779", "issue:43992|issue:44704", - "issue:38617|issue:45278", - "issue:42673|issue:45072", - "issue:43937|issue:44485", "issue:22355|issue:29127", + "issue:43937|issue:44485", "issue:43611|issue:46002", "issue:43976|issue:45446", - "issue:43116|issue:43493", "issue:42222|issue:43441", - "issue:44075|issue:44936", + "issue:43116|issue:43493", "issue:42371|issue:43874", + "issue:44075|issue:44936", "issue:43064|issue:43673", - "issue:45357|issue:45478", "issue:44038|issue:45478", + "issue:45357|issue:45478", "issue:43116|issue:43825", "issue:45083|issue:45446", "issue:43937|issue:45563", "issue:44380|issue:46077", "issue:33453|issue:39401", - "issue:43827|issue:45446" + "issue:43827|issue:45446", + "issue:39401|issue:44779" ], - "prepared_review_unit_hash": "ab96bd57220bbb15f12737054938a1d10b9f9d833384787b1d3814418ff382a4", + "prepared_review_unit_hash": "a61d0c5bbfb8b43a327660a7c5828761a47f675b45fbab3bd67a9d5537c220ec", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35097, - "estimated_input_tokens": 8775, - "estimated_eval_tokens": 17806 + "soft_pair_count": 29, + "serialized_chars": 35397, + "estimated_input_tokens": 8850, + "estimated_eval_tokens": 17956 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: a few tokenizer/import/regression themes recur, but the soft pairs are not the same concrete bug/change. No PRs are present. The best issue representative is the broad post-upgrade import-error report.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45278 is the closest umbrella report among the set: it captures a broad post-upgrade import-error regression, making it the most representative issue in an otherwise mixed cluster.", + "summary": "This cluster is a loose similarity group of mostly unrelated Transformers issues. The pairs often share broad themes like v5 regressions, tokenization, or import failures, but they describe different concrete code paths and should not be deduplicated.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set and best matches the cluster\u2019s loose theme of v5 breakages/import regressions, even though it is not a true duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most broadly representative and can plausibly subsume multiple import-error reports, even though it is not a true duplicate of the specific symbol-level failures.", + "best_issue_reason": "issue:45278 has the clearest high-level framing for an umbrella cluster, but it is still too broad to represent the other reports as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Same model family, but one is a save_pretrained checkpoint-key regression and the other is a from_pretrained load error; related area, not the same concrete bug." + "reason": "Same model family, but one is a save_pretrained checkpoint regression and the other is a from_pretrained load error; different code paths." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols from different packages/modules; no shared code-path bug is evident." + "reason": "Both are import errors, but they involve different missing symbols from different packages." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import failure vs a flex_attention version check bug; unrelated causes." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Both touch training/eval behavior, but one is a dtype shift and the other is incorrect output under pipeline parallelism; too different to duplicate." + "reason": "Training/eval dtype mismatch is unrelated to wrong outputs under pipeline parallelism." }, { - "left": "issue:43784", - "right": "issue:45446", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Unrelated import/version problems: sentence-transformers import NameError versus a flex_attention version check bug." + "reason": "onnx module import failure vs slow/fast tokenizer inconsistency; different problems." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "Both are v5 regressions involving tokenization/generation, but the concrete failures differ: tokenizer output drift vs flash-attention generation failure." + "reason": "Tokenizer behavior regression vs flash-attention generation failure; not the same bug." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Module import failure for transformers.onnx is unrelated to slow/fast tokenizer inconsistency." + "reason": "VRAM leak in multi-threaded Qwen3 loading is unrelated to bfloat16 dtype mismatches in CI." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different models and failure modes: SigLIP2 implementation discrepancy versus an infinite loop on a specific image." + "reason": "Different model-specific multimodal issues with no clear shared failing code path." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing import vs broad import-error umbrella; related theme, not duplicate." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer-related regressions, but one is about decoder type selection in v5 and the other is Deepseek output correctness; not the same bug." + "reason": "Tokenizer decoder type regression and Deepseek tokenization errors are distinct model/path failures." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Two separate from_pretrained-related bugs in different classes; one misses a weight key, the other drops kwargs to cached_file." - }, - { - "left": "issue:38617", - "right": "issue:45278", - "accept": false, - "reason": "45278 is a broad import-error umbrella, but 38617 is a specific missing symbol in configuration_utils; not clearly the same underlying defect." + "reason": "UMT5 weight loading issue vs AutoProcessor kwargs forwarding bug." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM threads and bfloat16 dtype mismatches are unrelated." + "reason": "Different subsystems: ONNX import path vs LayoutLMv3 error messaging." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Both mention GLM-5, but one is invalid GenerationConfig and the other is a RoPE implementation discussion; different issues." - }, - { - "left": "issue:22355", - "right": "issue:29127", - "accept": false, - "reason": "Missing transformers.onnx module and a LayoutLMv3 error-message clarity issue are not the same bug." + "reason": "Invalid GenerationConfig vs GLM-5 RoPE discussion; separate issues." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model loading via base_model_prefix and NaNs in classification heads are separate failure modes." + "reason": "Base-model-prefix loading regression vs NaNs in classification heads after init/checkpointing." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version support breakage and a PyTorch version-check import issue are unrelated." - }, - { - "left": "issue:43116", - "right": "issue:43493", - "accept": false, - "reason": "Different subsystems entirely: run_classification multi-label output vs SigLIP2 model discrepancy." + "reason": "Python version support regression vs PyTorch version check bug; unrelated." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose import breakage and Ministral-3 FlashAttention failure are unrelated model-specific bugs." + "reason": "vitpose import/model breakage vs FlashAttention failure for Ministral-3; different model code paths." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Optimizer SGD arguments being ignored is not the same as trainer.evaluate failing after train." + "reason": "Example script multi-label issue vs SigLIP2 implementation discrepancy." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and a missing image-processor helper method are unrelated." + "reason": "TF32 settings API migration is unrelated to GLM46V multimodal token counting." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD arguments ignored and evaluate-after-train failure are separate trainer bugs." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to generation cache handling in chunked_prefill." + "reason": "FSDP2/PEFT optimizer-state bug vs missing GenerationMixin cache during chunked prefill." }, { - "left": "issue:45357", + "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen3.5 save/load behavior, but one is about incorrect saved visual encoder keys and the other is a from_pretrained error; related, but not clearly the same concrete bug." + "reason": "Both involve Qwen3 variants, but one is a general model bug and the other is a from_pretrained regression; not the same fix." }, { - "left": "issue:44038", + "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Same broad Qwen3 family, but different model variants and failure descriptions; not enough to treat as one bug." + "reason": "save_pretrained writes wrong visual encoder keys, while 45478 is a load-time from_pretrained error." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "A classification script bug and a pipeline() translation-task error message issue are unrelated." + "reason": "Example script classification output bug vs misleading pipeline error message; different areas." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Qwen3 Omni-MoE feature-length helper behavior and a flex_attention import/version check are unrelated." + "reason": "Qwen3_omni_moe feature-length helper issue vs flex_attention import version-check bug." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig validation failure and a stale num_return_sequences warning are different generate-path issues." + "reason": "GenerationConfig validation and stale num_return_sequences warning are distinct generate() issues." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Both concern attention behavior, but GPT-2 backend scaling and Gemma4 bidirectional masking are distinct code paths and fixes." + "reason": "Different attention/masking regressions in different models; too broad to merge." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Tokenizer loading regression and Qwen3 offset_mapping correctness are related only at a high level; not the same bug." + "reason": "Generic tokenizer-loading regression vs Qwen3 offset_mapping bug; not the same concrete failure." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() vs PyTorch version gating; unrelated." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "Docs still referencing pipeline() and a PyTorch version-check import problem are unrelated." + "reason": "Both are tokenizer regressions, but they affect different models and symptoms." } ] }, @@ -13241,7 +13130,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 42, "review_unit_count": 49, "status": "reviewed", @@ -13257,9 +13146,11 @@ "issue:42175", "issue:42222", "issue:42371", + "issue:42490", "issue:42617", "issue:42673", "issue:42831", + "issue:43012", "issue:43066", "issue:43122", "issue:43408", @@ -13271,7 +13162,6 @@ "issue:43906", "issue:43937", "issue:43986", - "issue:44075", "issue:44117", "issue:44220", "issue:44261", @@ -13281,7 +13171,6 @@ "issue:44483", "issue:44484", "issue:44496", - "issue:44779", "issue:44829", "issue:44933", "issue:44977", @@ -13297,12 +13186,10 @@ "issue:45542", "issue:45561", "issue:45588", - "issue:45656", "issue:46002" ], "soft_pairs": [ "issue:44117|issue:45588", - "issue:39401|issue:44779", "issue:42673|issue:43906", "issue:43937|issue:44977", "issue:44466|issue:46002", @@ -13310,229 +13197,223 @@ "issue:43450|issue:43986", "issue:45405|issue:45446", "issue:45341|issue:45561", - "issue:44117|issue:45081", "issue:38617|issue:41628", + "issue:44117|issue:45081", "issue:44410|issue:45310", "issue:44829|issue:45216", "issue:39401|issue:43421", "issue:42673|issue:43582", "issue:44484|issue:45310", "issue:42617|issue:45341", - "issue:44933|issue:45278", "issue:42371|issue:44261", - "issue:42673|issue:43577", - "issue:42222|issue:45542", + "issue:44933|issue:45278", + "issue:42490|issue:42673", "issue:43408|issue:43742", + "issue:42222|issue:45542", "issue:38617|issue:44220", "issue:43937|issue:44496", "issue:42175|issue:42222", - "issue:44483|issue:45464", - "issue:44075|issue:45656", "issue:43066|issue:43122", - "issue:42371|issue:42831" + "issue:44483|issue:45464", + "issue:42371|issue:42831", + "issue:43012|issue:43577" ], - "prepared_review_unit_hash": "223ed6cc879294fb89be4664e7ae783b5d66bc53be6b2b0f669015c45acc081b", + "prepared_review_unit_hash": "397a20173f97075328bd2a4b7d29f83c1af2fb028f1be57c3cf5dc6006cac533", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36230, - "estimated_input_tokens": 9058, - "estimated_eval_tokens": 18372 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35426, + "estimated_input_tokens": 8857, + "estimated_eval_tokens": 17970 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very heterogeneous: most soft matches are superficial similarities across unrelated Transformers issues (tokenizers, model loading, imports, optimizer behavior, testing, and API regressions). I did not find any pair that clearly looks like the same underlying bug or change.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "The cluster is heterogeneous: most items are separate import/config/tokenization/model-specific regressions, not duplicates of one another. No soft pair appears to be the same concrete bug/change, so none are merged.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45278 is the broadest and most representative report in the set ('Many import errors after update from 4.57.0 to 5.5.0'), capturing the main recurring regression theme better than the narrower one-off model/API bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the closest single representative because it captures a broad import-regression theme, but the set is too mixed to treat it as a true canonical duplicate hub.", + "best_issue_reason": "issue:45278 is the best single issue to anchor the cluster because it has the widest user impact and most generic failure mode among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and a flash_attention s_aux=None crash are different code paths and failure modes." - }, - { - "left": "issue:39401", - "right": "issue:44779", - "accept": false, - "reason": "Both are tokenizer regressions, but they concern different models and different symptoms (offset mapping vs incorrect generation/tokenization behavior)." + "reason": "Both involve tokenizer-related code, but one is a missing mapping fallback and the other is a flash-attention crash on sink-less models; different code paths and symptoms." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "VRAM leak in multi-threaded dataloaders is unrelated to an isolated reproduction of another issue." + "reason": "Same model family is not enough here: VRAM leakage in multithreaded dataloaders is unrelated to an isolated reproduction of another issue." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GenerationConfig invalid and flash-attention generation failure are distinct bugs with different apparent causes." + "reason": "Different models and failures: invalid GenerationConfig for GLM-5 versus flash-attention generation problems for Qwen3.5." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "lm_head.weight serialization inconsistency is not the same as NaNs in classification heads during checkout/init." + "reason": "Inconsistent lm_head serialization/tied-weights behavior is unrelated to NaNs in classification heads during checkout/init." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and PretrainedConfig type checking are separate regression points." + "reason": "One is an unexpected init_empty_weights argument error; the other is a PretrainedConfig type-checking regression. Same release, different bug." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video processor shape bug and missing torchvision AutoProcessor crash are different issues." + "reason": "Batched video processor shape handling and missing-torchvision AutoProcessor crash are separate preprocessing issues." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "A pinned PEFT version not yet released and a PyTorch version check bug are unrelated dependency problems." + "reason": "A dependency minimum-version bump and a flex_attention PyTorch version check bug are not the same underlying change." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "A generic testing_utils bug is not the same as the captured_info.txt race under pytest-xdist." + "reason": "Both mention testing_utils, but one is a generic bug while the other is a specific xdist race on captured_info.txt; not the same concrete defect." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "Tokenizer mapping None and Mistral regex patch backend_tokenizer AttributeError are different tokenizer failures." + "reason": "Both are import errors, but for different missing symbols from different modules; no shared failure mechanism is evident." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "Different missing imports in different APIs; no shared underlying defect is evident." + "reason": "Tokenizer mapping None and Mistral regex patch crashing on backend_tokenizer are different tokenizer internals bugs." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing attn projections in qwen3next and Qwen3.5 MoE from_pretrained failure are different model-specific bugs." + "reason": "Different model families and surfaces: missing projections in qwen3next versus a from_pretrained error for Qwen3.5 MoE." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Flash-attention 3 training degeneration and save_pretrained checkpoint corruption are not the same concrete bug." + "reason": "Flash-attention 3 training degeneration and Qwen3.5 save_pretrained checkpoint corruption are distinct regressions." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Offset mapping wrong and post-processor not updating on runtime special-token changes are related to tokenizers but not the same problem." + "reason": "Wrong offset_mapping and stale post-processor updates after runtime special-token edits are both tokenizer issues, but not the same bug." }, { "left": "issue:42673", "right": "issue:43582", "accept": false, - "reason": "A VRAM leak in dataloader threads is unrelated to an Apple Silicon caching_allocator_warmup TypeError." + "reason": "A Qwen3.5 multithreading VRAM leak and an Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "A max_shard_size question is unrelated to a Qwen3.5 MoE from_pretrained error." + "reason": "A chat/completions API rejection and a Qwen3.5 from_pretrained error are different layers of the stack and different failure modes." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "3d_parallel.py execution failure and a testing_utils bug are different issues." - }, - { - "left": "issue:44933", - "right": "issue:45278", - "accept": false, - "reason": "Both mention import problems, but one is a specific missing import and the other is a broad multi-import regression; not enough evidence they are the same bug." + "reason": "A runtime failure in 3d_parallel.py is not the same as a small testing_utils bug." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API guidance and MLA rms_norm_eps precision error are unrelated." + "reason": "Both mention precision/norm settings, but TF32 API guidance and missing rms_norm_eps causing MLA precision drift are separate issues." }, { - "left": "issue:42673", - "right": "issue:43577", + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "VRAM leakage and Blip2 dtype remaining float32 are different bugs." + "reason": "A missing image_utils import is a specific export bug; the other is a broad umbrella report about many import errors after upgrading." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:42490", + "right": "issue:42673", "accept": false, - "reason": "Broken vitpose models and a tensorboard/TensorFlow backend error are unrelated." + "reason": "Trailing-slash local-model import warnings are unrelated to the Qwen3.5 VRAM leak." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "SAM3 model-type warning and MobileLLM key error are distinct loading issues." + "reason": "A sam3_video vs sam3_tracker type warning is not the same as a key error loading MobileLLM-125M." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose breakage and missing TensorFlow backend due to tensorboard-only install are unrelated failures." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "layer_type_validation import failure and _torch_extract_fbank_features() issue are not the same code-path problem." + "reason": "ImportError for layer_type_validation and an _torch_extract_fbank_features issue affect different subsystems." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Invalid GenerationConfig and unrecognized model/model_type missing are different failure classes." + "reason": "Invalid generation config and unrecognized model/config.json errors are both config-related, but they are different concrete bugs." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "TensorFlow backend packaging and vitpose model breakage are unrelated." + "reason": "A packaging/dependency backend issue is not the same as VitPose model breakage." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "A /v1/chat/completions API incompatibility and Qwen3.5 streaming inference failure are not clearly the same bug." + "reason": "Both are tokenizer regression reports, but one is a decoder-type mismatch while the other is a broader tokenization-difference complaint; not enough evidence for one underlying bug." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Optimizer args ignored and optimizer step called twice with deepspeed are different optimizer bugs." + "reason": "Both touch chat/completions, but one is a general request acceptance failure while the other is a streaming inference failure on a specific model." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "Wrong tokenizer decoder type and tokenization changes from 4.57.3 to 5.0 are related but not the same concrete defect." + "reason": "TF32 behavior settings and FineGrainedFP8 accuracy problems are different numerical precision concerns." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "TF32 behavior settings and FineGrainedFP8 accuracy problems are unrelated." + "reason": "A PyTorch warning when compiling bfloat16 models and BLIP2 dtype staying float32 on load are related only by dtype, not by the same bug." } ] }, @@ -13546,7 +13427,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 43, "review_unit_count": 49, "status": "reviewed", @@ -13569,9 +13450,7 @@ "issue:43452", "issue:43502", "issue:43531", - "issue:43577", "issue:43673", - "issue:43824", "issue:43873", "issue:43874", "issue:43931", @@ -13579,6 +13458,7 @@ "issue:43992", "issue:44038", "issue:44062", + "issue:44075", "issue:44117", "issue:44261", "issue:44263", @@ -13602,312 +13482,306 @@ "issue:45478", "issue:45542", "issue:45588", + "issue:45656", "issue:46050", "issue:46123" ], "soft_pairs": [ - "issue:43012|issue:43577", + "issue:44075|issue:45656", "issue:43673|issue:45341", "issue:44410|issue:45478", "issue:44484|issue:45478", "issue:43097|issue:44493", - "issue:44263|issue:44485", "issue:41628|issue:45071", + "issue:44263|issue:44485", "issue:43874|issue:44261", "issue:43012|issue:43408", - "issue:42222|issue:45459", "issue:45071|issue:45542", + "issue:42222|issue:45459", "issue:43441|issue:44829", "issue:43931|issue:44410", "issue:43673|issue:46123", "issue:43931|issue:44038", + "issue:43335|issue:45071", "issue:43097|issue:43452", "issue:45003|issue:45341", - "issue:43335|issue:45071", "issue:43986|issue:45341", "issue:44117|issue:44987", "issue:43408|issue:44368", - "issue:43874|issue:44263", "issue:43986|issue:44484", - "issue:43986|issue:45372", + "issue:43874|issue:44263", "issue:43531|issue:45341", + "issue:43986|issue:45372", "issue:38617|issue:42757", "issue:44261|issue:44485", "issue:43064|issue:44315", "issue:43097|issue:46050", "issue:43097|issue:45588", "issue:38617|issue:44351", - "issue:44062|issue:44117", "issue:44410|issue:45375", + "issue:44062|issue:44117", "issue:44038|issue:44410", "issue:43502|issue:43992", - "issue:44704|issue:45103", "issue:43097|issue:43873", - "issue:43986|issue:44117", - "issue:43824|issue:43986" + "issue:44704|issue:45103", + "issue:43986|issue:44117" ], - "prepared_review_unit_hash": "5664ec889ede3dfc1bf447ad1cbadd465b6c14769b328776690fc5e0c56d7d3d", + "prepared_review_unit_hash": "28a40a5bd06d662e4af6c3d2f9cca72c35fa8ad8277b3deeb8d934f9c26e78fb", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 39, - "serialized_chars": 39486, - "estimated_input_tokens": 9872, - "estimated_eval_tokens": 20000 + "soft_pair_count": 38, + "serialized_chars": 39066, + "estimated_input_tokens": 9767, + "estimated_eval_tokens": 19790 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft edges are mostly superficial title-level similarities (imports, loading, config, flash-attention, Qwen/GLM families), but they point to different concrete failure modes and should not be merged as duplicates.", - "confidence": 0.79, + "summary": "The soft matches are mostly superficial: they share broad themes like imports, model loading, FlashAttention, or specific model families, but they do not point to the same concrete bug or change. I would not merge any of these pairs as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43502 is the strongest standalone issue in this batch: it states a concrete, user-visible invariant violation (local_files_only still triggering API requests) with a clear reproduction target and broad impact.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Both mention dtype/precision, but one is a PyTorch warning during compilation and the other is an incorrect float32 load state in BLIP2; different code paths and symptoms." + "reason": "Different optimizer problems: unused SGD arguments vs double optimizer stepping under deepspeed." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Completely unrelated areas: generation cache/chunked prefill versus a testing utility bug." + "reason": "Unrelated areas: generation cache chunked_prefill bug vs a testing_utils issue." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different models and failures: missing projections in qwen3next versus a from_pretrained error for Qwen3.5 MoE." + "reason": "Same family name only; one is missing Qwen3Next projections, the other is a from_pretrained loading error for Qwen3.5 MoE." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Unrelated: a save_pretrained shard-size question versus a model loading error." + "reason": "Max shard size question is unrelated to the Qwen3.5 MoE loading failure." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Both are version/regression style reports, but one is about a removed config field and the other about unexpected position-id keys; not the same bug." + "reason": "Removed tie_embeddings warning is not the same as unexpected position-id keys." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:41628", + "right": "issue:45071", "accept": false, - "reason": "Both are GLM-related, but they describe different concrete faults in different subsystems (torch.split behavior vs RoPE implementation)." + "reason": "Different failures: missing AutoImageProcessor import vs PretrainedConfig type-checking regression." }, { - "left": "issue:41628", - "right": "issue:45071", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "Different surfaces entirely: an import failure for AutoImageProcessor versus a PretrainedConfig type-checking regression." + "reason": "Both involve GLM, but one is torch.split return handling and the other is RoPE implementation." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Different bug classes: a missing image-processor method versus a numerical precision/config issue in MLA q_a_layernorm." + "reason": "Different code paths: image processor helper missing a method vs MLA q_a_layernorm precision/config issue." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "One is a precision warning; the other is a model-type mismatch warning. Similar in being warnings, but not the same underlying issue." + "reason": "A bfloat16 precision warning is unrelated to a model-type mismatch warning." }, { - "left": "issue:42222", - "right": "issue:45459", + "left": "issue:45071", + "right": "issue:45542", "accept": false, - "reason": "Unrelated: vitpose model breakage versus tokenizer protobuf error handling." + "reason": "Type checking regression is unrelated to the TensorFlow backend detection problem." }, { - "left": "issue:45071", - "right": "issue:45542", + "left": "issue:42222", + "right": "issue:45459", "accept": false, - "reason": "Unrelated regression types: config type checking versus tensorboard/TensorFlow backend detection." + "reason": "Vitpose model breakage is unrelated to tokenizer protobuf error masking." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both involve flash attention, but one is a model-specific failure and the other is degenerate training under flash_attention_3; not the same code-path problem." + "reason": "Both mention FlashAttention, but one is a load-time failure for Ministral-3 and the other is a training-degeneration bug under flash_attention_3." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Different model families and failure modes: weight-shape mismatch versus missing attention projections." + "reason": "Different model families and symptoms: Qwen3-VL weight shape mismatch vs Qwen3Next missing projections." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Generation cache missing in chunked prefill versus a pipeline batching flag bug; different code paths." + "reason": "Generation cache during chunked_prefill is unrelated to final-partial-batch dropping in MaskGenerationPipeline." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both are Qwen3-VL related, but one is a shape-mismatch load failure and the other is a Qwen3-VL-Moe issue in transformers v5; too different to merge." + "reason": "Related Qwen family, but the bugs are different: weight-shape mismatch vs Qwen3-VL-MoE loading issues." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction is unrelated to the PretrainedConfig typing regression." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Different loading problems: removed tie_embeddings handling versus gguf_file breaking tokenizer/model from_pretrained." + "reason": "Removed tie_embeddings warning is unrelated to gguf_file tokenizer/model loading breakage." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unrelated: sys.modules access in modeling_utils versus a testing_utils bug." - }, - { - "left": "issue:43335", - "right": "issue:45071", - "accept": false, - "reason": "Different areas and failure modes: SwitchTransformers config construction versus config type checking." + "reason": "Unsafe sys.modules access in modeling_utils has nothing to do with testing_utils." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Unrelated: video-model loading without torchvision versus a testing utility bug." + "reason": "Video-model AutoProcessor crash without torchvision is unrelated to the testing_utils bug." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Both are loading-related, but one is a tokenizer mapping assumption and the other is a model-specific transformers>=5.1.0 failure; not the same bug." + "reason": "Tokenizer mapping None handling is not the same as loading physical-intelligence/fast failing on v5.1.0." }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "Different models and issues: SAM3 model-type warning versus a tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning." - }, - { - "left": "issue:43874", - "right": "issue:44263", - "accept": false, - "reason": "Both are GLM-adjacent, but one is an image-processor method omission and the other is a torch.split return-value issue; not the same defect." + "reason": "Different warning classes and model families: sam3_tracker mismatch vs tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "No overlap in bug shape: torchvision-dependent processor loading versus save_pretrained shard sizing." + "reason": "AutoProcessor video-model crash is unrelated to the max_shard_size documentation/question issue." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "Both are processor/loading failures, but the root causes differ completely (missing torchvision versus missing ReasoningEffort import)." + "reason": "Missing image-patch helper and torch.split return handling are different bugs in different GLM/Vision code paths." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Unrelated: Qwen3-MoE sliding-window behavior versus a testing utility bug." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different processor-loading failures: missing torchvision vs missing ReasoningEffort import." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols from different packages and are not the same underlying breakage." + "reason": "Both are ImportError reports, but for different removed/moved symbols from different packages." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Both mention GLM/MLA-related math, but one is an epsilon/config precision issue and the other is a RoPE implementation bug." + "reason": "Different GLM-related bugs: missing rms_norm_eps in MLA vs RoPE implementation concerns." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Different training-stack problems: wrong optimizer state placement under FSDP2/PEFT versus Liger Kernel not being applied with model_init." + "reason": "Optimizer state corruption under FSDP2/PEFT is unrelated to Liger Kernel not being applied with model_init." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "Different persistence/load regressions: removed tie_embeddings_and_encoder_decoder versus broken quantized save/load flow." + "reason": "A config warning about removed tie_embeddings is unrelated to quantized save/load breakage." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Unrelated code paths: config-field removal versus a flash_attention crash on s_aux=None." + "reason": "Tie-embeddings warning is unrelated to the flash_attention.py s_aux=None crash." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import-name errors, but they are different missing APIs and likely different release breakages." + "reason": "Different missing imports: layer_type_validation vs HybridCache." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Tokenizer construction error versus tokenizer mapping returning None; different concrete problems." + "reason": "Qwen3Next missing projections and Qwen3.5MoeVisionConfig field dropping are different config/model bugs." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Different model/config fields and different failures; not the same bug." + "reason": "AddedToken special-argument duplication is unrelated to TOKENIZER_MAPPING_NAMES returning None." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Related model family, but distinct failures: a Qwen3-VL-Moe loading issue versus missing projections in qwen3next." + "reason": "Both are Qwen-family issues, but one is Qwen3-VL-MoE loading and the other is Qwen3Next layer projections." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Different load-time issues: unwanted network access versus missing embed_tokens.weight in UMT5Encoder." - }, - { - "left": "issue:44704", - "right": "issue:45103", - "accept": false, - "reason": "Both involve kwargs handling, but one is AutoProcessor forwarding to cached_file and the other is an auto_docstring AttributeError under future annotations; not the same bug." + "reason": "local_files_only network leakage is unrelated to UMT5Encoder missing embed_tokens.weight." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Different areas: config-field removal versus offloading behavior under quantization." + "reason": "Removed tie_embeddings warning is unrelated to quantization/offloading behavior." }, { - "left": "issue:43986", - "right": "issue:44117", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Different failure modes: missing torchvision during video-model loading versus TOKENIZER_MAPPING_NAMES returning None." + "reason": "cached_file kwargs forwarding is unrelated to auto_docstring crashes under postponed annotations." }, { - "left": "issue:43824", - "right": "issue:43986", + "left": "issue:43986", + "right": "issue:44117", "accept": false, - "reason": "Different models and causes: missing Qwen2_5_VLForConditionalGeneration import versus a video-model processor crash without torchvision." + "reason": "Video AutoProcessor/torchvision loading crash is unrelated to tokenizer mapping None handling." } ] }, @@ -13921,7 +13795,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 44, "review_unit_count": 49, "status": "reviewed", @@ -13955,9 +13829,9 @@ "issue:43824", "issue:43825", "issue:43867", - "issue:43901", "issue:43906", "issue:43976", + "issue:43986", "issue:43992", "issue:44038", "issue:44222", @@ -13981,6 +13855,7 @@ "issue:46132" ], "soft_pairs": [ + "issue:43824|issue:43986", "issue:43066|issue:43906", "issue:43208|issue:43550", "issue:43992|issue:44484", @@ -13995,8 +13870,8 @@ "issue:44380|issue:46132", "issue:44380|issue:45479", "issue:43064|issue:44380", - "issue:44222|issue:45478", "issue:44483|issue:44514", + "issue:44222|issue:45478", "issue:36683|issue:43582", "issue:43208|issue:43526", "issue:43012|issue:44683", @@ -14004,250 +13879,249 @@ "issue:42757|issue:43824", "issue:43618|issue:43761", "issue:43618|issue:44380", - "issue:38617|issue:43502", "issue:44038|issue:44230", + "issue:38617|issue:43502", "issue:44483|issue:45290", "issue:44483|issue:45381", - "issue:43299|issue:43867", "issue:43756|issue:44485", + "issue:43299|issue:43867", "issue:36683|issue:43475", "issue:43299|issue:45753", - "issue:42994|issue:44655", - "issue:43901|issue:44655", - "issue:45276|issue:46077" + "issue:45276|issue:46077", + "issue:42994|issue:44655" ], - "prepared_review_unit_hash": "709fd6eb04bf27f0abe7c58af973776b3f587d68b367d06883265a01bfaa1fe5", + "prepared_review_unit_hash": "e9a28f144a8137f7b9a8ab06530a3332fcf6123a00280d4ecfcfbff89fa3be1d", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37656, - "estimated_input_tokens": 9414, - "estimated_eval_tokens": 19084 + "serialized_chars": 37663, + "estimated_input_tokens": 9416, + "estimated_eval_tokens": 19088 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is very heterogeneous: most items are unrelated model-specific regressions, loading/saving issues, or API/behavior changes. None of the soft pairs look like true duplicates, so I rejected them all. If one issue must represent the cluster, the broad v5 chat-completions regression is the closest fit, but it does not explain the rest of the items.", - "confidence": 0.37, - "canonical_issue_reason": "issue:44483 is the broadest user-facing regression in the set and best matches the loose v5 API-breakage theme, though the cluster is too mixed for it to be a strong canonical duplicate.", + "summary": "The soft pairs are mostly false positives: they share broad themes like import errors, saving/loading, or attention backends, but not the same concrete bug or code change. No pair is safe to merge as a duplicate.", + "confidence": 0.58, + "canonical_issue_reason": "No single canonical issue stands out; the cluster is heterogeneous and the soft pairs do not form a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44483 is the most representative single issue by scope and severity, but only as a loose umbrella for the cluster\u2014not as a duplicate of the others.", + "best_issue_reason": "issue:44380 is the best standalone anchor because it is a concrete, well-scoped regression and sits in the most connected soft-similarity neighborhood among the candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Different failures: missing class import vs AutoProcessor crash without torchvision." + }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Different bugs: tokenizer decoder type vs an isolated reproduction for a separate issue." + "reason": "No evidence of the same tokenizer bug; one is a decoder-type issue, the other is just a reproduction of another report." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "Unrelated model/training bugs; xLSTM training failures are not the same as Bamba SDPA compile failures." + "reason": "Unrelated models and symptoms: xLSTM training bugs vs Bamba torch.compile/SDPA failure." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens.weight on load is not the same as a save_pretrained max_shard_size question." + "reason": "Different save/load paths: missing embed_tokens weight vs max_shard_size behavior." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "One is a pipeline task support/error-message issue; the other is pipeline serialization. Different code paths." + "reason": "Pipeline task-message bug vs saving Pipeline objects; different underlying code paths." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A bfloat16 warning during compilation is not the same bug as Bamba torch.compile with SDPA." + "reason": "Warning-only precision regression vs hard torch.compile failure on a different model path." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Both mention warnings, but they concern different configs and different behaviors." + "reason": "Different warnings in different code paths: compile precision warning vs tie_word_embeddings warning." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Different concrete failures: Flash Attention support gating vs GPT2 attention scaling being ignored under SDPA/FlashAttention." + "reason": "Different problems: unsupported Flash Attention 2.0 vs GPT2 attention scaling ignored under backends." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but one is quantized/dequantized model saving and the other is saving Pipeline objects." + "reason": "Both involve saving, but one is dequantized model saving and the other is Pipeline save_pretrained." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Completely different symptoms: model saving vs generation looping on a specific image." + "reason": "Completely different bugs: saving dequantized models vs an image-triggered infinite loop." }, { "left": "issue:43792", "right": "issue:46123", "accept": false, - "reason": "Whisper model loading/running issue vs MaskGenerationPipeline partial-batch result dropping." + "reason": "Whisper runtime failure and mask-generation partial-batch dropping are unrelated." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Flash Attention support in a model is unrelated to Python version compatibility." + "reason": "Different issues entirely: model/attention support vs Python-version compatibility." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Attention scaling being ignored is not the same as AttentionInterface.register changing function behavior." + "reason": "Attention scaling under backends vs AttentionInterface.register changing callable behavior; not the same bug." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention backend bug vs sequence-classification zero-loss bug; different model behavior and code path." + "reason": "Different symptoms and scope: GPT2 backend scaling bug vs sequence-classification zero-loss bug." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Distributed training optimizer-state corruption is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + "reason": "Distributed optimizer-state corruption vs GPT2 attention scaling; unrelated failures." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Both are Qwen3.5/MoE-adjacent, but one is FP8 save_pretrained and the other is from_pretrained loading failure." + "reason": "Chat/completions API rejection vs processor batching crash; different layers and defects." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Chat-completions request rejection is not the same as a Qwen2_5_VLProcessor batching crash." + "reason": "Related MoE/fp8 terminology, but one is save_pretrained and the other is from_pretrained loading." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size and Apple Silicon allocator warmup TypeError are unrelated." + "reason": "Different errors: Gemma3Config missing vocab_size vs Apple Silicon TypeError in allocator warmup." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are different subsystems and failures." + "reason": "Different subsystems: xLSTM training bugs vs BEiTImageProcessorFast label reduction." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "Precision warning in compilation is not the same as compiled flex_attention failing on torch>=2.9." + "reason": "Both mention compilation, but one is a precision warning and the other is a flex_attention failure on new torch." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Path-with-slash import warning and bfloat16 compilation warning are unrelated." + "reason": "Local-path import warning with trailing slash vs bfloat16 compile warning; not the same issue." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they concern different symbols and packages." + "reason": "Both are import errors, but for different modules and different missing symbols." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "CLIP attentions being unset is different from CLIPVisionModel hidden_states regression." + "reason": "Both are CLIP regressions, but one drops attentions and the other hidden_states; no proof of one underlying fix." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "Different attention-related bugs with different models and failure modes." + "reason": "Different models and outputs: CLIP output regression vs GPT2 attention scaling." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "ImportError from transformers.configuration_utils is unrelated to local_files_only still allowing API requests." + "reason": "Same model family, but one is a general v5 bug and the other is fp8 inference support; not the same change." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Both mention Qwen3-VL-Moe/FP8, but one is a load/regression issue and the other is FP8 inference support." + "reason": "Different import/config bug vs local_files_only network-request bug." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "v1/chat/completions rejection is not the same as apply_chat_template crashing on tool-call assistant messages." + "reason": "Chat endpoint acceptance failure vs apply_chat_template crash on tool-call messages." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "Different layers: chat-completions request handling vs Qwen2.5-VL video position IDs." + "reason": "Chat/completions request rejection and Qwen2.5-VL video position IDs are unrelated." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Qwen3VL-Moe loading break and sorted-state_dict load error are distinct load-path bugs." + "reason": "Both mention RoPE, but they concern different models and different implementation defects." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Smollm3 RoPE-layer loss and GLM-5 RoPE implementation discussion are not the same concrete bug." + "reason": "Different loading failures: Qwen3-VL-Moe breakage vs sorted state_dict load error." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Missing Gemma3Config vocab_size and missing Sam3VisionEncoderOutput field are separate attribute mismatches." + "reason": "Different missing-attribute bugs on different model outputs and different attributes." }, { "left": "issue:43299", "right": "issue:45753", "accept": false, - "reason": "Model loading regression vs infinite loop on a specific image; unrelated symptoms." + "reason": "Qwen3-VL-Moe loading regression vs Qwen3.5 image-induced infinite loop; unrelated." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "Quantized model saving failure is not the same as pipeline save_pretrained serialization." + "reason": "Both Gemma4-related, but one is token embedding resize propagation and the other is attention-mask construction." }, { - "left": "issue:43901", + "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to pipeline serialization failure." - }, - { - "left": "issue:45276", - "right": "issue:46077", - "accept": false, - "reason": "Gemma4 embedding resize behavior and bidirectional-attention mask construction are different bugs in the same family, not the same issue." + "reason": "Quantized model save failure vs saving Pipeline objects; different save_pretrained code paths." } ] }, @@ -14261,7 +14135,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 45, "review_unit_count": 49, "status": "reviewed", @@ -14288,6 +14162,7 @@ "issue:43611", "issue:43618", "issue:43867", + "issue:43901", "issue:43931", "issue:43937", "issue:43976", @@ -14320,15 +14195,16 @@ "issue:46082" ], "soft_pairs": [ + "issue:43901|issue:44655", "issue:36010|issue:42757", "issue:42898|issue:43066", "issue:43352|issue:43937", "issue:44077|issue:44380", - "issue:36683|issue:44077", "issue:43867|issue:45216", + "issue:36683|issue:44077", "issue:43611|issue:44655", - "issue:43976|issue:44938", "issue:44625|issue:46077", + "issue:43976|issue:44938", "issue:46077|issue:46082", "issue:43352|issue:45593", "issue:36683|issue:43525", @@ -14343,243 +14219,249 @@ "issue:44355|issue:44855", "issue:41669|issue:44246", "issue:36683|issue:43064", - "issue:42890|issue:45561", "issue:44938|issue:45071", + "issue:42890|issue:45561", "issue:43867|issue:45357", "issue:43010|issue:45850", "issue:43992|issue:45478", - "issue:43010|issue:43976", "issue:44938|issue:45381", + "issue:43010|issue:43976", "issue:43618|issue:44077", "issue:42490|issue:44075", "issue:36296|issue:43575" ], - "prepared_review_unit_hash": "bf12d1f4bc0b29649ffdd852c438d910f54fcec924efebcaa5529a53a399de7c", + "prepared_review_unit_hash": "f7eb54917665c72d36ba16fcfd266f5363e4c8d5d68c66d1fcdfa8699d9ec876", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36528, - "estimated_input_tokens": 9132, - "estimated_eval_tokens": 18520 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37417, + "estimated_input_tokens": 9355, + "estimated_eval_tokens": 18966 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a heterogeneous mix of unrelated Transformers bug reports. The soft pairs share broad themes like import regressions, config serialization, or model-loading issues, but they do not look like the same concrete underlying bug. If one issue must represent the cluster, the Qwen3.5 save/load regression is the most concrete and actionable, but it is not a true duplicate hub for the rest.", - "confidence": 0.77, - "canonical_issue_reason": "Issue 45216 is the most concrete regression-style report with a specific model, API, and failure mode (`save_pretrained` on Qwen3.5). It is better triage material than the broader meta/issues, though it does not unify the whole cluster.", + "summary": "This cluster is mostly a loose bundle of Transformers v5 regressions and unrelated model/config issues. The best umbrella issue is the broad post-upgrade import-regression report, but none of the soft-edge pairs look like the same concrete bug/change.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45278 is the broadest representative of the recurring v5 upgrade/import-breakage theme; it reads like an umbrella report rather than a narrow one-off symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45216 is the best single representative because it is narrowly scoped, reproducible, and framed as a regression with clear user impact. The other items are either broader, older, or about different models/subsystems.", + "best_issue_reason": "issue:45278 is the most useful global representative for the cluster because it captures the shared \u2018after upgrade to v5, imports break\u2019 pattern better than the model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs wording about return_all_scores vs a save_pretrained pipeline serialization bug; different API surfaces and failure modes." + }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols/modules and likely different root causes." + "reason": "Both are import errors, but for different missing symbols from different packages ('GenerationMixin' vs 'is_offline_mode')." }, { "left": "issue:42898", "right": "issue:43066", "accept": false, - "reason": "One is about `clean_up_tokenization_spaces` behavior, the other about tokenizer decoder type; same area, different bug." + "reason": "Tokenization cleanup behavior change and tokenizer decoder type are unrelated regressions." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Flash Attention support gating and invalid `GenerationConfig` are unrelated failure modes." + "reason": "Flash Attention support error vs invalid GenerationConfig; different code paths and fixes." }, { "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "These touch different code paths: optimizer argument handling versus GPT-2 attention scaling under SDPA/FlashAttention." + "reason": "Both involve ignored settings, but one is optimizer args and the other is attention scaling under SDPA/FlashAttention; not the same bug." }, { - "left": "issue:36683", - "right": "issue:44077", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "Missing `vocab_size` in Gemma3Config and `patchtsmixer` post-init restrictions are unrelated config issues." + "reason": "Generic load failure when state_dict is sorted vs Qwen3.5 save_pretrained producing incorrect checkpoints; different directions and causes." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:36683", + "right": "issue:44077", "accept": false, - "reason": "Both concern model loading/saving, but one is a generic sorted-state_dict load failure and the other is a Qwen3.5 save_pretrained regression." + "reason": "Missing Gemma3Config vocab_size and ignored SGD args are unrelated." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "`base_model_prefix` loading failures and pipeline serialization are different save/load paths with different symptoms." + "reason": "base_model_prefix loading regression and Pipeline save_pretrained failure are separate serialization problems." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "Python version compatibility problems, but one targets 3.10+ behavior and the other 3.14 load failure; not the same bug." + "reason": "num_labels propagation and Gemma4 bidirectional attention masking are different model config bugs." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Qwen3.5 `num_labels` propagation and Gemma4 bidirectional attention masking are unrelated model-config bugs." + "reason": "Both are interpreter/version compatibility reports, but for different Python versions and different underlying failures." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "One is an attention-mask construction bug, the other is `head_dim` validation in LlamaConfig; different issues." + "reason": "Gemma4 attention-mask construction and LlamaConfig head_dim validation are unrelated config issues." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Flash Attention support and D-FINE auxiliary losses are entirely separate model behaviors." + "reason": "Unsupported Flash Attention and missing auxiliary losses in D-FINE are unrelated model behaviors." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Both are missing-config-attribute errors, but for different models and different fields; not the same underlying bug." + "reason": "Missing vocab_size and missing pad_token_id are separate config-attribute regressions for different models." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIPOutput attentions regression and Qwen3.5 save_pretrained regression are unrelated." + "reason": "CLIPOutput attentions missing and Qwen3.5 checkpoint corruption are different feature regressions." }, { "left": "issue:44263", "right": "issue:45440", "accept": false, - "reason": "`torch.split()` return-value handling and DeepSeekV3 MoE divergence are different implementation problems." + "reason": "torch.split return handling in GlmMoeDsaIndexer vs DeepseekV3MoE divergence are not the same code-path." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "A missing config attribute and an MoE load-balancing loss bug are unrelated." + "reason": "A missing config attribute and a missing load-balancing loss term are unrelated." }, { "left": "issue:43352", "right": "issue:43931", "accept": false, - "reason": "Flash Attention support error and Qwen3-VL weight-shape mismatch are different model-loading failures." + "reason": "Flash Attention 2 support error and Qwen3-VL weight-shape mismatch are different model-loading problems." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "FSDP2 optimizer state corruption and a typo in cache strategy docs/code are not the same issue." + "reason": "Optimizer state corruption under FSDP2/PEFT and a typo in cache strategies are unrelated." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "`@torch.no_grad` on cache updates and broad import failures after upgrade are too different to merge." + "reason": "no_grad decoration for cache updates and broad import regressions are different subsystems." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "UMT5Encoder missing weights and Qwen3.5 MoE from_pretrained errors affect different models and code paths." + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 Moe from_pretrained error are different model-specific load issues." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Generic load-state_dict ordering failure versus missing Qwen3.5 vision config field; related serialization area, but not the same bug." + "reason": "Generic state_dict sorting load error and missing deepstack_visual_indexes in Qwen3.5 vision config are unrelated." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled-file import errors and a Python 3.13 `@torch.jit.script` parsing problem are different import-time failures." + "reason": "Compiled Python file loading errors and Python 3.13 torch.jit.script parse failures are different import-time failures." }, { "left": "issue:41669", "right": "issue:44246", "accept": false, - "reason": "Import performance issues are broad, but one is about removing `import *` and the other about sporadic slow imports." + "reason": "Import-star performance regression and occasional slow import reports may rhyme, but they do not describe the same fixable defect." }, { "left": "issue:36683", - "right": "issue:43064", - "accept": false, - "reason": "Gemma3 config attribute errors and FSDP2 optimizer-state corruption are unrelated." - }, - { - "left": "issue:42890", - "right": "issue:45561", + "right": "issue:43064", "accept": false, - "reason": "Both are test instability issues, but they involve different races and different files; not one underlying bug." + "reason": "Gemma3Config attribute loss and FSDP2 optimizer-state mismatch are unrelated." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 load failure and `PretrainedConfig` type-checking regression are separate compatibility problems." + "reason": "Python 3.14 load failure and PretrainedConfig type-checking breakage are different regression classes." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Flaky tests from missing set_seed and an xdist race on captured_info.txt are different test-infrastructure issues." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Both touch loading/saving, but one is a generic state_dict ordering issue and the other is a specific incorrect visual encoder key regression." + "reason": "Sorting-related load error vs incorrect visual encoder keys on save_pretrained are different serialization bugs." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "A concrete cache-update no-grad fix and a broad complaint that v5 breaks many models are not duplicates." + "reason": "Cache update no_grad decoration and a vague 'too many models break' report are not the same underlying bug." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Different models, different missing/misconfigured weights, and different from_pretrained failures." + "reason": "Different Qwen3.5/UMT5 loading failures with different missing or malformed state_dict expectations." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:44938", + "right": "issue:45381", "accept": false, - "reason": "Cache mutation under no-grad and Python version support are unrelated." + "reason": "Python 3.14 import failure and Qwen2.5-VL video position-id bug are unrelated." }, { - "left": "issue:44938", - "right": "issue:45381", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "One is a Python 3.14 load failure; the other is a Qwen2.5-VL video position-id bug." + "reason": "Cache-update autograd safety and Python version compatibility are unrelated." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIP attentions missing and `patchtsmixer` post_init policy are unrelated model regressions." + "reason": "Missing CLIPOutput attentions and unused optimizer args are different regressions." }, { "left": "issue:42490", "right": "issue:44075", "accept": false, - "reason": "A trailing-slash local-model import warning and unused SGD args are unrelated." + "reason": "Trailing-slash import warning and ignored SGD args are unrelated." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM on model load; not the same fix." + "reason": "Tensor-parallel training bug and tensor-parallel OOM on model load are both TP-related, but not the same concrete failure or fix." } ] }, @@ -14593,7 +14475,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 46, "review_unit_count": 49, "status": "reviewed", @@ -14662,28 +14544,28 @@ "issue:42890|issue:44112", "issue:42890|issue:45600", "issue:43502|issue:44062", - "issue:43723|issue:44556", "issue:42548|issue:44351", + "issue:43723|issue:44556", "issue:43576|issue:46132", - "issue:42890|issue:45341", - "issue:43010|issue:43065", "issue:44387|issue:44556", + "issue:42890|issue:45341", "issue:44222|issue:45125", + "issue:43010|issue:43065", "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:43010|issue:43232", + "issue:30990|issue:31795", "issue:43502|issue:44222", "issue:43299|issue:44556", - "issue:43502|issue:44961", - "issue:44315|issue:44360", "issue:42831|issue:43874", + "issue:44315|issue:44360", + "issue:43502|issue:44961", "issue:44355|issue:45071", - "issue:30333|issue:36296", "issue:43827|issue:44961", + "issue:30333|issue:36296", "issue:44355|issue:44655", "issue:44222|issue:44230", "issue:33453|issue:34689", @@ -14691,256 +14573,256 @@ "issue:33453|issue:36296", "issue:43576|issue:45071" ], - "prepared_review_unit_hash": "d9fb1f837bf1757ab9f3863cbbba6de589ccf0b9870a119f56196a9b862a0c26", + "prepared_review_unit_hash": "497d49770f8ff8d7637ccca971082139c59db6e4bd2d901aff2fbb8241e48b7f", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 37, - "serialized_chars": 38147, - "estimated_input_tokens": 9537, - "estimated_eval_tokens": 19330 + "serialized_chars": 38150, + "estimated_input_tokens": 9538, + "estimated_eval_tokens": 19332 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated bugs, docs, CI, or feature regressions. The only mild theme is \u201cloading/import regressions,\u201d but none of the soft pairs look like the same concrete bug or change, so I would not merge any of them. If forced to anchor the cluster, #33453 is the broadest tokenizer-loading regression.", - "confidence": 0.74, - "canonical_issue_reason": "#33453 is the broadest and most reusable anchor among the loading-related reports: it names a general tokenizer-loading regression, whereas most other candidates are narrower or point to different subsystems. It is still only a loose anchor because the cluster is not actually a duplicate set.", + "summary": "The items are mostly unrelated issues with only loose overlap around v5 loading regressions and model/API breakages. None of the soft pairs look like the same underlying bug or change, so I would keep them separate.", + "confidence": 0.29, + "canonical_issue_reason": "44556 is the most representative issue in this set because it describes a concrete, user-visible v5 upgrade reload regression affecting checkpoint loading.", "canonical_pr_reason": null, - "best_issue_reason": "#33453 is the best single issue to represent the small loading-regression subset because it is broad, explicit, and closer in scope to the other tokenizer/model-loading complaints than the more specialized reports.", + "best_issue_reason": "44556 is the strongest overall issue candidate: it is specific, actionable, and impacts a common load/reload path rather than being a docs/test-only report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch import error vs tokenizer loading regression; different failure mode and code path." + "reason": "Both are loading-related, but one is a missing PyTorch import and the other is a tokenizer loading regression; different failure modes." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to DeepSeekV3 MoE divergence." + "reason": "DSA/ReLU discussion is unrelated to DeepSeekV3MoE implementation divergence." }, { "left": "issue:43867", "right": "issue:44484", "accept": false, - "reason": "State-dict sorting load bug vs save_pretrained shard-size question; unrelated." + "reason": "One is a state_dict sorting load bug, the other is a save_pretrained shard-size question; not the same bug." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "CLIP attentions regression is unrelated to LwDetrImageLoss AMP crash." + "reason": "CLIP attentions assignment and LwDetr AMP crash are different model/runtime bugs." }, { "left": "issue:43618", "right": "issue:44977", "accept": false, - "reason": "CLIPOutput attentions issue and Qwen flash-attention generation bug are different code paths." + "reason": "Different models and different symptoms: CLIPOutput metadata vs Qwen3.5 flash-attention generation." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "SamHQ test seeding flakiness vs Phi-4 multimodal load failure; not the same bug." + "reason": "A flaky test due to missing seed is not the same as a Phi-4 multimodal load failure." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both are test-related, but one is seed stability and the other is a stale device override CI failure." + "reason": "Both mention CI/test failures, but they are separate tests and separate root causes." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Test seeding issue vs auto_mappings config reference breakage; unrelated." + "reason": "Different CI failures in different code paths; no shared underlying defect is evident." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "local_files_only network leak vs AddedToken kwarg error; different behaviors." + "reason": "local_files_only network leakage and AddedToken keyword collision are unrelated bugs." }, { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Tokenizer loading regression and checkpoint reload regression are both loading-related, but not the same concrete failure." + "reason": "Both are import errors, but they concern different exported symbols and likely different breakages." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "Different missing exports: PreTrainedModel vs HybridCache." + "reason": "Tokenizer loading regression and checkpoint reload regression overlap only broadly on loading, not the same concrete bug." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Broken CLI env command vs changed register behavior; unrelated." + "reason": "Broken env command and AttentionInterface.register behavior change are unrelated features." }, { - "left": "issue:42890", - "right": "issue:45341", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "SamHQ seed flakiness vs generic testing_utils bug; not the same issue." + "reason": "CUDA memory/OOM under int4 quantization is a different problem from checkpoint reload failure." }, { - "left": "issue:43010", - "right": "issue:43065", + "left": "issue:42890", + "right": "issue:45341", "accept": false, - "reason": "Cache/Layers no_grad decoration request vs Sam3PixelDecoder dummy Conv2d; different subsystems." + "reason": "Different test utilities issues with no evidence they are the same defect." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "Int4 CUDA memory regression vs checkpoint reload after upgrade; different bugs." + "reason": "FP8 save_pretrained support and missing tensor-parallel plan are separate feature gaps." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "FP8 save_pretrained bug vs missing tensor-parallel plan; same general area, but not one fixable PR." + "reason": "Cache/layer no_grad decoration and Sam3PixelDecoder dummy Conv2d are unrelated changes." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "local_files_only network leak vs RoPE implementation discussion; unrelated." + "reason": "API calls despite local_files_only and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors vs performance slowdown after upgrade; not the same failure." + "reason": "Compiled Python errors and Chinese-reported data slowdown after upgrade are not the same underlying bug." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Missing _tp_plan and from_pretrained error on Qwen3.5 MoE may be related, but the reports describe different concrete breakages." + "reason": "Both are Qwen3.5 MoE-related, but one is tensor-parallel metadata and the other is a from_pretrained loading error." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "No-grad decoration request vs generation kwargs update bug; different code paths." + "reason": "MLflow reporting after failed training is unrelated to tokenizer loading regressions." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "Sentence Transformers loading hang vs documentation confusion for model.forward." + "reason": "Missing tp plan and missing deepstack_visual_indexes are distinct model/config issues." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:43010", + "right": "issue:43232", "accept": false, - "reason": "MLflow reporting on failed jobs is unrelated to tokenizer loading regressions." + "reason": "Both touch generation internals, but they affect different methods and different failure modes." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "Tensor-parallel metadata issue vs missing vision config field; related model family, different bug." + "reason": "Stuck Sentence Transformers loading and documentation confusion in forward args are not the same bug." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "local_files_only network leak vs FP8 save_pretrained moe; different defects." + "reason": "Network access under local_files_only and FP8 save_pretrained are unrelated." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL MoE load break and version-upgrade checkpoint reload failure are both loading issues, but not the same concrete regression." + "reason": "Both are version-related loading regressions, but they involve different models and distinct code paths." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:42831", + "right": "issue:43874", "accept": false, - "reason": "API network leak vs a junk/non-informative issue title; no overlap." + "reason": "FineGrainedFP8 accuracy and missing image-processor helper are unrelated problems." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel/model_init issue is unrelated to the DSA indexer ReLU discussion." + "reason": "Liger Kernel application and DSA ReLU discussion have no meaningful overlap." }, { - "left": "issue:42831", - "right": "issue:43874", + "left": "issue:43502", + "right": "issue:44961", "accept": false, - "reason": "FineGrainedFP8 accuracy issue vs GLM46V image processor attribute error; unrelated." + "reason": "local_files_only network leakage is unrelated to the racoon issue." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file runtime errors vs PretrainedConfig type checking regression; different bugs." + "reason": "Compiled-file errors and PretrainedConfig type checking are separate regressions." }, { - "left": "issue:30333", - "right": "issue:36296", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "MLflow reporting bug vs tensor-parallel training bug; unrelated." + "reason": "Docs still referencing pipeline() and the racoon issue are unrelated." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:30333", + "right": "issue:36296", "accept": false, - "reason": "Docs still referencing pipeline() vs unrelated junk title; no shared bug." + "reason": "MLflow reporting and tensor parallel training are different domains and different bugs." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled file execution errors vs inability to save Pipeline objects; different issues." + "reason": "Compiled Python file errors and save_pretrained on Pipeline objects are different issues." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained bug vs FP8 inference support request; same broad theme, but distinct changes." + "reason": "FP8 save_pretrained support and FP8 inference support are related in area but not the same concrete bug." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression vs Llama 3.2 vision model-loading breakage; different concrete failures." + "reason": "Tokenizer loading regression and Llama 3.2 multimodal model-loading breakage are distinct model-specific failures." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing import from huggingface_hub vs broken transformers env CLI; unrelated." + "reason": "Missing is_offline_mode export and broken env command are unrelated." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "Tokenizer loading regression vs tensor parallel training bug; unrelated." + "reason": "Tokenizer loading regression and tensor parallel training bug are unrelated." }, { - "left": "issue:43576", + "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Broken env command vs PretrainedConfig type-checking regression; different code paths." + "reason": "Compiled Python errors and type-checking breakage are not the same underlying defect." } ] }, @@ -14954,7 +14836,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 47, "review_unit_count": 49, "status": "reviewed", @@ -15015,8 +14897,8 @@ ], "soft_pairs": [ "issue:43576|issue:43824", - "issue:31795|issue:38617", "issue:41628|issue:42548", + "issue:31795|issue:38617", "issue:44961|issue:45468", "issue:38617|issue:43576", "issue:44908|issue:44961", @@ -15029,303 +14911,293 @@ "issue:44261|issue:44360", "issue:44623|issue:45230", "issue:44273|issue:45542", - "issue:44273|issue:45003", "issue:44038|issue:45125", + "issue:44273|issue:45003", "issue:44393|issue:45071", - "issue:44393|issue:45753", "issue:43576|issue:44556", + "issue:44393|issue:45753", "issue:44230|issue:46095", "issue:43525|issue:45850", "issue:41669|issue:43673", "issue:44556|issue:45092", - "issue:43572|issue:45850", "issue:44492|issue:45850", + "issue:43572|issue:45850", "issue:42371|issue:44492", "issue:45278|issue:45850", "issue:42890|issue:44908", - "issue:44704|issue:44908", "issue:44246|issue:44273", + "issue:44704|issue:44908", "issue:43408|issue:44315", "issue:43976|issue:44393", "issue:43352|issue:44393", "issue:43576|issue:44908", "issue:44297|issue:45230", - "issue:44908|issue:45071", "issue:44295|issue:45230" ], - "prepared_review_unit_hash": "1836fbe716b3a5430f10e94cfbbb67b2be32983e97c5441e14974148c4ac3d98", + "prepared_review_unit_hash": "7d03c5360ab5defcafdcb63edee6aa750a78f9c463cb31874a4df5147de54508", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 38, - "serialized_chars": 38439, - "estimated_input_tokens": 9610, - "estimated_eval_tokens": 19476 + "soft_pair_count": 37, + "serialized_chars": 38141, + "estimated_input_tokens": 9536, + "estimated_eval_tokens": 19328 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose mix of Transformers v5 regression reports, especially import/loading breakages; only one soft pair looks like the same underlying compatibility bug.", - "confidence": 0.73, - "canonical_issue_reason": "issue:45278 is the clearest umbrella report for the repeated post-upgrade import/regression theme in this cluster, while still being concrete and actionable.", + "summary": "This set is heterogeneous, but the closest recurring theme is Transformers v5 API/import breakage. Issue 45278 is the best umbrella representative; none of the soft pairs look like true duplicates of the same concrete bug/change, so I reject them all.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45278 is the broadest and most representative of the recurring v5 breakage/import-regression theme, without being as vague as the catch-all complaints.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best representative issue for deduping because it captures the broad import-breakage symptom seen across several nearby reports without being as vague as the generic v5 complaints.", + "best_issue_reason": "issue:45278 best captures the cluster\u2019s dominant pattern (many import/API regressions after upgrading to v5), even though the cluster is not a tight duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Different symptoms: broken env command vs a missing model export import error." + "reason": "Both are v5-era breakage reports, but one is about the `transformers env` command and the other is a missing model import; different code paths and fixes." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Documentation confusion about forward args is unrelated to an ImportError for layer_type_validation." + "reason": "Both are import errors, but for different public symbols (`AutoImageProcessor` vs `PreTrainedModel`); too broad to treat as the same bug." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:31795", + "right": "issue:38617", "accept": false, - "reason": "Both are import-name failures, but they name different missing symbols and likely need separate export fixes." + "reason": "Documentation confusion about `forward` arguments is unrelated to an `ImportError` for `layer_type_validation`." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "No meaningful overlap; one is a nonsense title, the other is a Gemma audio positional-encoding bug." + "reason": "The titles are unrelated and do not point to the same model, subsystem, or failure mode." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "ImportError for a missing helper is unrelated to the v5 env command regression." + "reason": "A missing import of `layer_type_validation` is not the same issue as the broken `transformers env` command." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs bug and unrelated placeholder issue are not the same bug." + "reason": "Scheduler kwargs handling and an unrelated titled issue do not share a concrete bug." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM RoPE implementation discussion is unrelated to the placeholder issue." + "reason": "RoPE implementation discussion is unrelated to the other issue." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Chunked-prefill cache regression is unrelated to a typo in cache strategy docs/text." + "reason": "Generation cache behavior during chunked prefill is unrelated to a typo in cache strategy docs/text." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "ImportError for AutoImageProcessor is unrelated to compiled-file execution errors." + "reason": "An import error for `AutoImageProcessor` is a different problem from errors when running compiled Python files." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor parallel training bug is unrelated to TextClassificationPipeline docs behavior." + "reason": "Tensor parallel training and text-classification pipeline docs are different subsystems and different bug classes." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor parallel training issue is unrelated to BeitImageProcessorFast label reduction." + "reason": "Tensor parallel training is unrelated to the BeitImageProcessorFast `reduce_labels` bug." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Specific chat crash vs broad 'v5 breaks too many models' complaint; not the same concrete bug." + "reason": "A specific Qwen3.5 chat crash is not the same concrete bug as a broad complaint that v5 breaks many models." }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "MLA layernorm precision issue is unrelated to the DSA ReLU discussion." + "reason": "Missing `rms_norm_eps` in MLA q_a_layernorm and a missing ReLU in the DSA indexer are unrelated implementation issues." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Missing processor save files is too specific to match the generic bug report." + "reason": "`processor.save_pretrained(...)` missing files is too specific to merge with a generic bug report." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading failure and undefined tf backend error are different code paths." - }, - { - "left": "issue:44273", - "right": "issue:45003", - "accept": false, - "reason": "Lazy loading behavior and unsafe sys.modules access are related broadly, but not the same bug." + "reason": "Lazy loading behavior and a TensorBoard/TensorFlow backend error are different issues." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Qwen3-VL/Moe bug and missing tensor-parallel plan are different issues." + "reason": "Both mention Qwen models, but one is a general v5/Qwen3-VL-Moe problem and the other is missing `_tp_plan` for tensor parallelism; different fixes." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:44273", + "right": "issue:45003", "accept": false, - "reason": "2D bounding-box hallucination is unrelated to PretrainedConfig type-checking breakage." + "reason": "Lazy loading not working and unsafe `sys.modules` access are not the same failure." }, { "left": "issue:44393", - "right": "issue:45753", + "right": "issue:45071", "accept": false, - "reason": "Both are Qwen3-VL-family reports, but one is bbox output error and the other is an infinite loop on a specific image." + "reason": "Qwen3-VL bbox output errors are unrelated to `PretrainedConfig` type-checking regressions." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken env command and checkpoint reload failure are both v5 regressions but not the same code-path." + "reason": "A broken CLI command and checkpoint reload incompatibility after upgrade are different problems." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL-family reports, but one is 2D bbox hallucination/error and the other is an infinite loop on a specific image; not the same concrete bug." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 support request and deepseekv4 weight-conversion question are not duplicates." + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE and a DeepSeekV4 weight-conversion question are unrelated." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_id in one config is not the same as a generic 'v5 breaks many models' complaint." + "reason": "A missing `pad_token_id` on `Llama4Config` is not the same as broad v5 model breakage." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star performance regression is unrelated to the chunked_prefill cache bug." + "reason": "Removing `import *` usage and a missing generation cache in chunked prefill are unrelated code changes." }, { "left": "issue:44556", "right": "issue:45092", - "accept": true, - "reason": "Both describe Transformers v5 compatibility regressions when loading older checkpoints, specifically around meta initialization/backward compatibility." + "accept": false, + "reason": "Both concern loading checkpoints in v5, but one is a broad reload regression and the other is a remote-code/meta-init incompatibility; not clearly the same concrete bug." }, { - "left": "issue:43572", + "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is a concrete config bug, not the same as a broad v5 breakage report." + "reason": "A typo in cache strategy wording is not the same as a broad claim that v5 breaks too many models." }, { - "left": "issue:44492", + "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "A typo in cache strategies is not the same as a generic 'many models break' complaint." + "reason": "Missing `pad_token_idx` in `StableLmConfig` is a specific config bug, not the same as a generic v5 breakage complaint." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API settings guidance is unrelated to a cache-strategy typo." + "reason": "TF32 API settings and a cache-strategy typo are unrelated." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both are broad v5 complaints, but one is specifically import errors after upgrade while the other is too vague to treat as the same bug." + "reason": "Both are broad v5-regression complaints, but one centers on import errors after upgrade and the other is an unspecific general complaint; too vague to merge as one bug." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test flakiness from missing seeds is unrelated to scheduler kwargs handling." + "reason": "A flaky test due to missing `set_seed()` is unrelated to scheduler kwargs handling." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:44246", + "right": "issue:44273", "accept": false, - "reason": "AutoProcessor cached_file kwargs forwarding is unrelated to inverse_sqrt scheduler behavior." + "reason": "Slow imports are not the same as lazy loading malfunctioning." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:44704", + "right": "issue:44908", "accept": false, - "reason": "Import latency is a performance issue; lazy loading not working is a functional regression." + "reason": "`AutoProcessor.from_pretrained` not forwarding kwargs to `cached_file` is unrelated to inverse-sqrt scheduler kwargs." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "sam3 model-type warning is unrelated to Liger Kernel application in model_init." + "reason": "A model-type warning and Liger Kernel application under `model_init` are different issues." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility issue is unrelated to Qwen3-VL bbox output problems." + "reason": "Python version compatibility and Qwen3-VL bbox output issues are unrelated." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support error and Qwen3-VL bbox hallucination are different model bugs." + "reason": "Flash Attention 2 support for NemotronH is unrelated to Qwen3-VL bbox hallucination/error." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env command and inverse_sqrt scheduler kwargs are unrelated regressions." + "reason": "The `transformers env` command and scheduler kwargs are different code paths." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer config class mismatch is unrelated to the generic bug report." - }, - { - "left": "issue:44908", - "right": "issue:45071", - "accept": false, - "reason": "Scheduler kwargs bug is unrelated to type-checking breakage in PretrainedConfig." + "reason": "Tokenizer save metadata mismatch is not the same as a generic bug report." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Position_ids buffer access error is unrelated to the generic bug report." + "reason": "Reading `position_ids` after registering as a buffer is a specific model bug, not a generic report." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the cluster is mostly a mix of v5-era regressions, with import/loading issues standing out, and the chosen representative issue is a reasonable umbrella. The soft-edge verdicts are conservative overall, with the one accepted pair (44556/45092) supported by the titles, and the rejections generally avoid overclaiming duplicates." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 48, "review_unit_count": 49, "status": "reviewed", @@ -15339,7 +15211,6 @@ "issue:31795", "issue:33453", "issue:34689", - "issue:37428", "issue:38617", "issue:41669", "issue:42371", @@ -15374,6 +15245,7 @@ "issue:44908", "issue:44945", "issue:44998", + "issue:45071", "issue:45092", "issue:45230", "issue:45290", @@ -15386,14 +15258,15 @@ ], "soft_pairs": [ "issue:41669|issue:44351", + "issue:44908|issue:45071", "issue:41669|issue:45341", "issue:44492|issue:44945", "issue:43874|issue:45850", "issue:44393|issue:45478", "issue:44077|issue:44861", "issue:43827|issue:44908", - "issue:31795|issue:33453", "issue:41669|issue:44908", + "issue:31795|issue:33453", "issue:44315|issue:44829", "issue:43576|issue:44273", "issue:44360|issue:45468", @@ -15404,13 +15277,13 @@ "issue:43519|issue:44908", "issue:41669|issue:43704", "issue:31795|issue:34689", - "issue:31795|issue:37428", + "issue:31515|issue:31795", "issue:44315|issue:45092", "issue:44485|issue:45468", "issue:43704|issue:44485", "issue:43298|issue:46095", - "issue:42371|issue:43704", "issue:43502|issue:43519", + "issue:42371|issue:43704", "issue:43519|issue:44623", "issue:43519|issue:43704", "issue:43606|issue:45468", @@ -15428,286 +15301,292 @@ "issue:31515|issue:38617", "issue:44230|issue:44623" ], - "prepared_review_unit_hash": "8ee384339b0b393bee6350023486558cad32cdd291ab2b6992a46875ab5c909d", + "prepared_review_unit_hash": "6be9731d5cb0d9f5aa9f861488319da6815ee7f0d7baa5ecda002ac2ff0d6952", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 42, - "serialized_chars": 39663, - "estimated_input_tokens": 9916, - "estimated_eval_tokens": 20088 + "soft_pair_count": 43, + "serialized_chars": 39894, + "estimated_input_tokens": 9974, + "estimated_eval_tokens": 20204 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: a few items share broad themes like imports, loading, or tokenizer/model regressions, but none of the soft pairs look like the same concrete bug/change. All soft edges are rejected. Issue 41669 is the broadest and most central representative among the set.", - "confidence": 0.23, - "canonical_issue_reason": "issue:41669 is the broadest, most cross-cutting item here: a package-wide import cleanup/performance report with the most soft overlaps to other import-related issues.", + "summary": "Mostly unrelated closed issues were grouped together; the only obvious near-duplicate pair is the Qwen3.5 MoE from_pretrained regression report, but the listed soft edges do not describe the same underlying bug closely enough to merge.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45310 is the clearest concrete regression report in the set, and issue:45478 appears to be the later duplicate with the same title.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the best single anchor because it is the most general infrastructural issue and the one most plausibly related to multiple neighboring reports.", + "best_issue_reason": "issue:45310 best represents the cluster\u2019s strongest specific bug report: a versioned from_pretrained failure with a concrete model family and reproduction context.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star cleanup/perf issue vs a specific missing HybridCache import/export error; same area, different bug." + "reason": "Different failures: import-star cleanup/performance issue vs missing HybridCache import error." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Unrelated subsystems: scheduler kwargs bug vs PretrainedConfig type-checking regression." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Broad import cleanup vs a small testing_utils bug; no shared failure mode." + "reason": "Broad import cleanup issue is not the same as a testing_utils bug." }, { "left": "issue:44492", "right": "issue:44945", "accept": false, - "reason": "Typo in cache strategies vs incorrect pipeline-parallel LLM output; unrelated code paths." + "reason": "A cache-strategy typo and pipeline-parallelism wrong-output bug are not the same code-path problem." }, { "left": "issue:43874", "right": "issue:45850", "accept": false, - "reason": "Specific GLM46V multimodal method bug vs a generic 'many models break' report; not the same concrete issue." + "reason": "Specific GLM46V image-processor AttributeError vs a generic complaint that many models break." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different Qwen3-VL/Gemma model-specific failures with different symptoms and fixes." + "reason": "Different model families and failures: Qwen3-VL bbox output issue vs Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "PatchTSMixer post-init restriction vs tied-weight-key attribute crash; unrelated utilities." + "reason": "Optional post_init validation and tied-weight-key crash are distinct issues." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs referencing removed pipeline() API vs scheduler kwargs not being passed; docs issue vs runtime logic bug." + "reason": "Docs still referencing pipeline() is unrelated to inverse_sqrt scheduler kwargs handling." }, { - "left": "issue:31795", - "right": "issue:33453", + "left": "issue:41669", + "right": "issue:44908", "accept": false, - "reason": "Forward-doc confusion vs tokenizer-loading regression; both mention loading/docs, but not the same bug." + "reason": "Import-star performance problem is not the same as a scheduler configuration bug." }, { - "left": "issue:41669", - "right": "issue:44908", + "left": "issue:31795", + "right": "issue:33453", "accept": false, - "reason": "Import-star cleanup vs scheduler configuration propagation; unrelated fixes." + "reason": "Documentation confusion about forward args is unrelated to tokenizer loading regression." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger-kernel application during model_init vs flash_attention_3 training degeneration; different mechanisms and symptoms." + "reason": "Liger-kernel application with model_init and flash_attention_3 training degeneration are different bugs." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env CLI vs lazy-loading malfunction; different features entirely." + "reason": "Broken transformers env command and lazy-loading failure do not share the same concrete fix." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer ReLU discussion vs Gemma-4 audio positional encoding bug; unrelated internals." + "reason": "DSA indexer/ReLU discussion is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "save_pretrained() pipeline-saving issue vs tied-weight-key crash; save/export path vs weight-tie handling." + "reason": "Pipeline save_pretrained omission and tied-weight-key AttributeError are different save/load paths." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report placeholder vs a specific Qwen3.5 MoE from_pretrained regression; not duplicates." + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained regression; no evidence they are the same bug." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading regression vs inverse_sqrt scheduler kwargs bug; unrelated subsystems." + "reason": "Lazy loading malfunction and scheduler kwargs ignoring timescale are unrelated." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp calculation bug vs GLM-5 RoPE implementation discussion; different model families and code paths." + "reason": "Timestamp calculation in Qwen3VL processor is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Timestamp math bug vs scheduler kwargs handling; no common underlying change." + "reason": "Timestamp bug and scheduler bug are different code paths." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import cleanup/perf issue vs VRAM leak in Qwen3ForCausalLM threads; unrelated." + "reason": "Import-star usage/perf issue does not match a VRAM leak in Qwen3ForCausalLM." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion vs Llama 3.2 model loading regression; different failure modes." + "reason": "Forward-doc confusion and Llama 3.2 vision model loading breakage are not duplicates." }, { - "left": "issue:31795", - "right": "issue:37428", + "left": "issue:31515", + "right": "issue:31795", "accept": false, - "reason": "Forward-doc confusion vs missing flash-attention utility import; unrelated." + "reason": "Slow checkpoint loading and forward-doc confusion are unrelated." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Liger-kernel/model_init issue vs remote-code meta-init incompatibility for InternVL2; both init-related but different concrete problems." + "reason": "Liger-kernel application issue is not the same as meta-initialization incompatibility for old InternVL2 checkpoints." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Both are RoPE/positional-encoding themed, but they target different models and implementations." + "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are different model-specific bugs." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak under threaded dataloading vs RoPE implementation discussion; unrelated." + "reason": "VRAM leak in dataloader threads is unrelated to RoPE implementation correctness." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching audio-model support vs asking for a weight-conversion script; unrelated." + "reason": "Audio continuous batching support and a deepseekv4 weight-conversion question are not the same bug/change." }, { - "left": "issue:42371", - "right": "issue:43704", + "left": "issue:43502", + "right": "issue:43519", "accept": false, - "reason": "TF32 settings guidance vs VRAM leak; unrelated topics." + "reason": "Local-files-only network leakage and Qwen3VL timestamp calculation are different issues." }, { - "left": "issue:43502", - "right": "issue:43519", + "left": "issue:42371", + "right": "issue:43704", "accept": false, - "reason": "local_files_only network requests vs timestamp calculation bug; different code paths." + "reason": "TF32 config deprecation guidance is unrelated to a VRAM leak bug." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp calculation bug vs processor.save_pretrained missing files; unrelated processor behaviors." + "reason": "Timestamp calculation and processor.save_pretrained missing files are separate processor bugs." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp calculation bug vs threaded VRAM leak; no shared root cause." + "reason": "Qwen3VL timestamp math and Qwen3ForCausalLM VRAM leakage are not the same failure." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch for bark-small vs Gemma-4 audio positional encoding; only loosely audio-related." + "reason": "CPU offload device mismatch in bark-small is unrelated to Gemma-4 audio encoding." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "GlmMoeDsaIndexer split-values issue vs Gemma-4 audio positional encoding bug; unrelated." + "reason": "GlmMoeDsaIndexer split semantics and Gemma-4 audio positional encoding are different bugs." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "MLA q_a_layernorm epsilon precision mismatch vs Gemma-4 audio positional encoding; different components." + "reason": "RMS norm epsilon precision issue in MLA is not the same as Gemma-4 audio positional encoding." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "General tokenizer behavior drift from v4 to v5 vs wrong tokenizer decoder type in v5; related theme, but not the same concrete bug." + "reason": "Unexpected tokenizer behavior across v4/v5 and wrong decoder type in v5 are related to tokenizers but not the same concrete bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug vs an unrelated placeholder issue title; no connection." + "reason": "Scheduler kwargs bug and the unrelated placeholder issue titled 'Unemployment' do not match." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo vs unrelated placeholder issue title." + "reason": "Cache-strategy typo and the placeholder issue are clearly unrelated." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight-key AttributeError vs chat template crash on tool-call assistant messages; different subsystems." + "reason": "Tied-weight-key crash and chat-template crash with tool calls are different code paths." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "Unrelated placeholder issue vs generic 'too many models break' complaint." + "reason": "Generic placeholder issue and broad 'many models break' complaint are not duplicates." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression vs unrelated placeholder issue." + "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." }, { "left": "issue:44998", "right": "issue:45341", "accept": false, - "reason": "Unrelated placeholder issue vs small testing_utils bug." + "reason": "Placeholder issue and testing_utils bug are unrelated." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Llama4Config pad_token_id missing vs tied-weight-key crash; different model/config bugs." + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight-key AttributeError." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad_token_idx missing vs tied-weight-key crash; unrelated." + "reason": "StableLmConfig pad_token_idx regression is not the same as tied-weight-key handling." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading vs missing layer_type_validation import; unrelated import/load issues." + "reason": "Slow from_pretrained checkpoint loading and an import error for layer_type_validation are unrelated." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 Qwen3-VL support request vs processor.save_pretrained missing files; feature request vs bug." + "reason": "FP8 Qwen3-VL/Qwen3.5 MoE support is a different request than processor.save_pretrained missing files." } ] }, @@ -15721,7 +15600,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 49, "review_unit_count": 49, "status": "reviewed", @@ -15733,7 +15612,6 @@ "nodes": [ "issue:30333", "issue:31515", - "issue:31795", "issue:33453", "issue:36296", "issue:43298", @@ -15743,75 +15621,68 @@ "soft_pairs": [ "issue:30333|issue:31515", "issue:31515|issue:36296", - "issue:31515|issue:31795", "issue:44230|issue:45310", "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "25f2fb61eb2bd20385176d0c5a98b45c11dc4c910deeb14ab4d257c7d1037ebc", + "prepared_review_unit_hash": "1c834b20ca92568e357a81f5e7c32008a3e4301768f5bb9fc146fa229acf6d8a", "component_budget": { "node_count": 413, "item_count": 413, "soft_pair_count": 1547, - "serialized_chars": 797880, - "estimated_input_tokens": 199470, - "estimated_eval_tokens": 399196 + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 }, "budget": { - "node_count": 8, - "item_count": 8, - "soft_pair_count": 6, - "serialized_chars": 6307, - "estimated_input_tokens": 1577, - "estimated_eval_tokens": 3410 + "node_count": 7, + "item_count": 7, + "soft_pair_count": 5, + "serialized_chars": 5436, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: training/MLFlow reporting, checkpoint loading performance, documentation, tokenizer regression, tensor-parallel training, audio continuous batching, fp8 support, and a Qwen3.5 MoE load error. None of the soft pairs look like true duplicates. The most suitable issue to anchor the cluster is the concrete version-specific bug report in 45310.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45310 is the clearest concrete bug report in the set: it names a specific failing path, model, and version regression. The other issues are either feature requests, docs, performance, or unrelated subsystems.", + "summary": "This cluster is not a true duplicate set: it mixes unrelated issues across MLflow reporting, checkpoint/tokenizer loading, tensor-parallel training, audio continuous batching, and Qwen fp8/from_pretrained behavior. The only clear pattern is weak title similarity around loading/inference.", + "confidence": 0.96, + "canonical_issue_reason": "If a representative issue must be chosen, #31515 is the most central hub in the weak soft-similarity graph (it links to #30333, #33453, and #36296), but the set is too heterogeneous to treat it as a real canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the most actionable and specific issue, with a direct bug/regression framing and a narrow reproduction surface. It is the strongest candidate to represent the cluster.", + "best_issue_reason": "#31515 is the best single anchor only because it has the most soft connections and covers the broadest 'loading' theme; however, it is not a good true canonical issue since the surrounding reports describe different bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "Both are about training/loading, but one is an MLFlow status/reporting failure after job failure and the other is slow checkpoint loading. Different code paths and different symptoms." + "reason": "MLflow failure reporting vs slow checkpoint loading are different problems; shared wording around jobs/loading is superficial." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint-loading slowness is a performance problem; tensor parallel training bug is a separate training-parallelism issue. Not the same underlying defect." - }, - { - "left": "issue:31515", - "right": "issue:31795", - "accept": false, - "reason": "One is slow checkpoint loading; the other is confusing forward-docs for input_ids/past_key_values. Same broad area only at a very high level." + "reason": "Checkpoint load slowness and tensor-parallel training bugs affect different code paths and symptoms." }, { "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 regression on transformers>=5.4.0. Different change requests and different failure modes." + "reason": "Both mention Qwen3.5/MoE inference, but one is fp8 support and the other is a transformers>=5.4.0 from_pretrained error; not the same concrete bug." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Both involve loading, but one is a performance complaint and the other is a tokenizer-loading regression. Not the same concrete bug." + "reason": "Slow checkpoint loading and tokenizer-loading regression are different loading issues with no evidence of the same root cause." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching not supporting audio models is a serving capability gap; fp8 Qwen3/VL/MoE support is an inference-format/model support request. Different underlying work." + "reason": "Continuous batching for audio models and fp8 Qwen inference support are distinct capability gaps, not the same bug." } ] }, @@ -15825,7 +15696,85 @@ { "label": "issue", "component_index": 2, - "component_count": 17, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "3028d1b860270971dd78eef5050fc71026c6ee470c340ee0ba0af29fb75111a0", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated issues: truncation behavior in tokenization, a ReduceLROnPlateau-like training feature request, and Wav2Vec2 word time offsets. The similarity appears to be superficial keyword overlap rather than the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue exists because the three issues cover different subsystems and requests; none is a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is a good global representative for the cluster since they do not share a single underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different topics: tokenizer truncation strategy vs. Wav2Vec2 word boundary timing. No shared bug or fix path." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated requests: token truncation option vs. learning-rate scheduler functionality. Only superficial wording similarity." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Different areas and goals: scheduler feature request vs. extracting word offsets from audio models. Not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15843,12 +15792,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "1118fc75400c30b705a6ee05dc49d60d79e06a9989d9cbdcc3b729f0c30480fe", + "prepared_review_unit_hash": "a3f210db2b77849aa7e026021f533fd87a8f66ab010d6357608e32a147dd801d", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -15856,7 +15805,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -15865,24 +15814,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly a loose model-loading/support cluster, with one clearly unrelated tokenization issue. The two download/load complaints are superficially similar but not enough to treat as duplicates from the available evidence.", - "confidence": 0.63, - "canonical_issue_reason": "Issue #16618 is the broadest and most representative model-loading complaint in the set; it best fits the likely shared theme of failure to load a pretrained model.", + "summary": "These are only loosely related by NLP model/tokenizer troubleshooting, but they do not describe the same underlying bug. I would not merge the soft-similar pairs; issue #16618 is the broadest representative of the cluster.", + "confidence": 0.84, + "canonical_issue_reason": "#16618 is the most general and central report here: a concrete model-loading failure rather than a narrow tokenizer mismatch or an auth/error-message issue.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best global issue candidate because it is the clearest central user-facing failure in this cluster, whereas #15980 is specifically about auth/error messaging and #13244 is unrelated tokenization behavior.", + "best_issue_reason": "#16618 best represents the cluster because it captures the broadest user-facing failure mode and is closest to a generic duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization mismatch is a different problem from failing to load bert-base-uncased; no evidence of the same underlying bug or code path." + "reason": "#13244 is about TAPAS tokenization differing from TensorFlow code, while #16618 is a model-loading failure for bert-base-uncased; same domain, different bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both mention model download/load problems, but #15980 is specifically an unauthenticated private-model error message issue, not the same concrete failure as #16618." + "reason": "#15980 is specifically about a bad auth/download error message for private models, not the same failure as being unable to load bert-base-uncased." } ] }, @@ -15895,8 +15844,8 @@ }, { "label": "issue", - "component_index": 3, - "component_count": 17, + "component_index": 4, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15912,7 +15861,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "429e93d0948115d40cf999ec3818d374c39600269ca89cf434fc23b883b3fe3c", + "prepared_review_unit_hash": "d5e86ceb27940589e2261ae6a804814ad94cc81bbf71ee6a4511249381104daa", "component_budget": { "node_count": 2, "item_count": 2, @@ -15934,18 +15883,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are related only at a high level (architecture support requests), but they target different features: Flash Attention 2 vs GGUF. They should not be treated as duplicates.", + "summary": "These are two separate community contribution feature requests, not duplicates: one for Flash Attention 2 support and one for GGUF support. They target different capabilities and should remain distinct issues.", "confidence": 0.98, - "canonical_issue_reason": "No canonical duplicate here: the issues ask for different capabilities and would require different implementation work.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "26350 is the more established thread by age and discussion volume, but it is not a substitute for 33260 because the feature request is different.", + "best_issue_reason": "No single canonical issue exists here; the two issues request different features for different architectures/formats.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:26350", - "right": "issue:33260", + "left": "Community contribution: Adding Flash Attention 2 support for more architectures", + "right": "Community contribution: Adding GGUF support for more architectures", "accept": false, - "reason": "Different underlying requests: Flash Attention 2 support for more architectures vs GGUF support for more architectures. Similar subsystem, but not the same change." + "reason": "Different underlying changes: Flash Attention 2 support vs GGUF support. They share a broad theme of architecture support, but not the same bug or code change." } ] }, @@ -15958,8 +15907,8 @@ }, { "label": "issue", - "component_index": 4, - "component_count": 17, + "component_index": 5, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15987,12 +15936,12 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "87e9a2323d8383181f033d99506b96e0f7a28838c7b3fe4ac8eafea24559c3b3", + "prepared_review_unit_hash": "2e67450dc6adfd65784fb70b7b7c470ef438ed554a420602c4a007bed251f407", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 10, - "serialized_chars": 6442, + "serialized_chars": 6441, "estimated_input_tokens": 1611, "estimated_eval_tokens": 3478 }, @@ -16000,7 +15949,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 10, - "serialized_chars": 6442, + "serialized_chars": 6441, "estimated_input_tokens": 1611, "estimated_eval_tokens": 3478 }, @@ -16009,86 +15958,89 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is not a duplicate set: the visible language-specific issues are for different translations, and the near-identical placeholder issues lack enough evidence to safely merge as the same request.", + "summary": "This cluster is mixed: three near-identical generic translation-template issues look like true duplicates, while the Turkish and Spanish translation requests are separate language-specific issues and should not be merged with them.", "confidence": 0.93, - "canonical_issue_reason": "No safe canonical issue: the concrete requests are for different languages (Turkish vs Spanish), and the generic placeholder issues do not provide enough body/target evidence to prove they are the same underlying task.", + "canonical_issue_reason": "issue:43834 is the best canonical issue for the duplicate trio because it is the earliest of the near-identical template issues and matches the same underlying request text.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is suitable as a global best duplicate target because these look like separate translation requests rather than one shared bug/change.", + "best_issue_reason": "issue:43834 is the strongest overall issue representative among the duplicate template set; the other two template issues are effectively the same request, while the Turkish and Spanish issues are distinct.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different translation request; only a generic placeholder title is shared, with no evidence they target the same language or underlying task." + "reason": "Different language targets; same broad i18n theme, but not the same underlying request." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish translation request vs generic placeholder issue; not enough evidence of the same concrete request." + "reason": "Turkish vs. generic/template translation issue; not the same concrete change." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish request and generic placeholder do not clearly describe the same translation work." + "reason": "Turkish-specific request is distinct from the generic placeholder translation issue." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different languages (Turkish vs Spanish), so these are separate translation issues." + "reason": "Different requested languages (Turkish vs Spanish), so these are not duplicates." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request is distinct from the generic placeholder; no clear same underlying task." + "reason": "Spanish-specific request does not match the generic template issue as the same underlying change." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different translation request; the placeholder title is not enough to merge them." + "reason": "Different language-specific request versus generic template issue; too broad to merge." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish request and generic placeholder are not shown to be the same issue." + "reason": "Spanish request and generic template issue are not the same concrete bug/change." }, { "left": "issue:43834", "right": "issue:44370", - "accept": false, - "reason": "Near-identical placeholder titles, but no body/target evidence proving the same language or same change." + "accept": true, + "reason": "Nearly identical titles/body structure and same translation-template request; looks like a duplicate." }, { "left": "issue:43834", "right": "issue:44365", - "accept": false, - "reason": "Generic placeholder issues may represent separate language requests; identical titles alone are insufficient to deduplicate." + "accept": true, + "reason": "Same generic translation-template issue with near-identical content; likely duplicate." }, { "left": "issue:44365", "right": "issue:44370", - "accept": false, - "reason": "The issues are indistinguishable by title, but there is no concrete evidence they are the same underlying translation request." + "accept": true, + "reason": "Near-identical template translation issues with the same underlying request." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the three placeholder-title issues are extremely close to each other and plausibly duplicates, while the Turkish and Spanish issues are clearly language-specific and reasonably kept separate. The canonical choice of issue:43834 is also conservative since it is the earliest of the three template issues. Soft-edge verdicts are appropriately cautious given the limited evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 5, - "component_count": 17, + "component_index": 6, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16153,12 +16105,12 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "0cbd7832eec0b27ee8685d9fe7a6bb9dc9d27713b7d6db78400976c423d9475a", + "prepared_review_unit_hash": "162d950e09455e49aac934af4ad5cc30b5fc11eec460a0f35c6a4dd9ffcd7a42", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21659, + "serialized_chars": 21660, "estimated_input_tokens": 5415, "estimated_eval_tokens": 11086 }, @@ -16166,7 +16118,7 @@ "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21659, + "serialized_chars": 21660, "estimated_input_tokens": 5415, "estimated_eval_tokens": 11086 }, @@ -16175,228 +16127,228 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a collection of distinct model-request issues, mostly asking to add support for different architectures or variants. They are similar in wording but not the same underlying request, so no soft-edge duplicates are accepted.", - "confidence": 0.44, - "canonical_issue_reason": "Issue 45322 is a clear, well-scoped model request with a detailed title and body, making it a reasonable representative for this broadly similar cluster.", + "summary": "This cluster is a collection of distinct model-request issues with only superficial title overlap (\u201cAdd model\u201d / \u201csupport\u201d). They do not describe the same underlying bug or change, so no soft pair should be merged.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 41115 is the closest representative because it is an active, broadly phrased model-architecture request, but the cluster overall is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45322 is the strongest single anchor here because it is specific, self-contained, and clearly formatted as a model-add request.", + "best_issue_reason": "Issue 41115 is the best single representative for this cluster by activity and generality, though it is still not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different models: EuroBert vs DEIMv2. Similar request pattern, not the same change." + "reason": "Different requested models (EuroBert vs DEIMv2); same broad \u201cadd model\u201d theme only." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "Different models/tasks: EuroBert vs Qwen3-TTS. Not a duplicate request." + "reason": "EuroBert and Qwen3-TTS are unrelated model families and modalities." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Different models: EuroBert vs RF-DETR. Same broad theme only." + "reason": "EuroBert and RF-DETR are distinct model additions." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "Different models: RF-DETR vs DEIMv2." + "reason": "RF-DETR and DEIMv2 are different models with different integration work." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "Different models: RF-DETR vs LFM2.5 Audio 1.5B." + "reason": "RF-DETR is vision/detection; LFM2.5 Audio 1.5B is audio, so not the same change." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "Different models: RF-DETR vs OpenAI weight-sparse transformer." + "reason": "RF-DETR and OpenAI weight-sparse transformer are unrelated requests." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "Different models/tasks: RF-DETR vs Qwen3-ASR." + "reason": "RF-DETR and Qwen3-ASR target different model families and tasks." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "Different models/tasks: RF-DETR vs Qwen3-TTS." + "reason": "RF-DETR and Qwen3-TTS are separate model support requests." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "Different models/tasks: NeoBERT vs Qwen3-ASR." + "reason": "NeoBERT and Qwen3-ASR are unrelated models and code paths." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "Different models: NeoBERT vs circuit-sparsity transformer." + "reason": "NeoBERT and circuit-sparsity are different model requests." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "Different models/tasks: NeoBERT vs LFM2.5 Audio 1.5B." + "reason": "NeoBERT is a BERT-like text model; LFM2.5 Audio 1.5B is an audio model." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "Different models: RF-DETR vs NeoBERT." + "reason": "RF-DETR and NeoBERT are distinct model additions." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "Different models: NeoBERT vs ModernVBERT." + "reason": "NeoBERT and ModernVBERT are different model families, not the same fix." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "Different models/tasks: MiniCPM3 architecture vs Qwen3-ASR." + "reason": "MiniCPM3 architecture support and Qwen3-ASR are different model requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "Different models: MiniCPM3 vs circuit-sparsity transformer." + "reason": "MiniCPM3 and the weight-sparse transformer request are unrelated." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "Different models: MiniCPM3 vs ModernVBERT." + "reason": "MiniCPM3 and ModernVBERT are different models with different implementation needs." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "Different models/tasks: MiniCPM3 vs Voxtral TTS." + "reason": "MiniCPM3 and Voxtral TTS support are separate model integrations." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "Different models/tasks: DEIMv2 vs Qwen3-TTS." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model support requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "Different models/tasks: ModernVBERT vs Qwen3-ASR." + "reason": "ModernVBERT and Qwen3-ASR are different models and tasks." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "Different models/tasks: ModernVBERT vs Qwen3-TTS." + "reason": "ModernVBERT and Qwen3-TTS are not the same underlying change." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "Different requests: ModernVBERT models vs generic BERT-like models with RoPE." + "reason": "ModernVBERT and BERT-like models with RoPE overlap loosely in wording, but they are not the same concrete request." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "Different requests: BERT-like RoPE models vs Voxtral TTS." + "reason": "BERT-like RoPE models and Voxtral TTS are unrelated model classes." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Related family, but different concrete support: Qwen3-TTS vs Qwen3-ASR." + "reason": "Qwen3-TTS and Qwen3-ASR are related by name but are different support requests and code paths." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Different models/tasks: Qwen3-TTS vs Voxtral TTS." + "reason": "Qwen3-TTS and Voxtral TTS are separate TTS model requests, not the same change." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Different models: Qwen3-TTS vs DeepSeek-OCR2." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and integrations." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Different models/tasks: Qwen3-TTS vs circuit-sparsity transformer." + "reason": "Qwen3-TTS and the weight-sparse transformer request are unrelated." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Different models/tasks: Qwen3-TTS vs LFM2.5 Audio 1.5B." + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are both audio-related but describe different models and implementations." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Different models/tasks: Qwen3-ASR vs LFM2.5 Audio 1.5B." + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are distinct audio-model requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Different models/tasks: Qwen3-ASR vs EUPE." + "reason": "Qwen3-ASR and EUPE target different model families and features." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Different models/tasks: Qwen3-ASR vs circuit-sparsity transformer." + "reason": "Qwen3-ASR and the sparse transformer request are unrelated." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "Different models/tasks: LFM2.5 Audio 1.5B vs SAM3-LiteText." + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are separate model requests." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Different models: circuit-sparsity transformer vs EUPE." + "reason": "Weight-sparse transformer support and EUPE are different model proposals." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Different models/tasks: Qwen3-ASR vs Voxtral TTS." + "reason": "Qwen3-ASR and Voxtral TTS are different audio models, not one mergeable fix." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "Different models/tasks: NeoBERT vs Voxtral TTS." + "reason": "NeoBERT and Voxtral TTS are unrelated." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Different models/tasks: Qwen3-ASR vs DeepSeek-OCR2." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and code paths." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "Different model requests: EUPE vs TIPSv2. Same general domain, not the same change." + "reason": "EUPE and TIPSv2 are different vision-language model requests." } ] }, @@ -16409,8 +16361,8 @@ }, { "label": "issue", - "component_index": 6, - "component_count": 17, + "component_index": 7, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16446,7 +16398,7 @@ "issue:43717|issue:46144", "issue:46143|issue:46144" ], - "prepared_review_unit_hash": "86c9244c776f418640b0841225da650df5d637bd14315c4f716f948f91ade438", + "prepared_review_unit_hash": "abbf85016386677f2924e99f5bf9bcd841ee881ceefb9ae4e546e8eb402b6dcc", "component_budget": { "node_count": 10, "item_count": 10, @@ -16468,90 +16420,90 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster appears to be a set of unrelated model/config/documentation bugs that only share broad library vocabulary; none of the soft pairs look like true duplicates or mergeable into one fix.", - "confidence": 0.93, - "canonical_issue_reason": "If a single issue must represent the set, issue 46144 is the most concrete and best-supported report, with the strongest discussion/inbound activity and the clearest actionable code-path bug; the others are separate problems rather than duplicates.", + "summary": "This is a noisy, heterogeneous cluster of unrelated model/config/tokenizer issues. The only near-match is the RoFormer pair, but they still describe different defects, so no soft edges should be merged.", + "confidence": 0.92, + "canonical_issue_reason": "issue:46143 is the best representative because it is the broadest RoFormer bug report and describes the user-facing symptom of missing kwargs propagation; issue:46144 is a narrower attention-implementation detail.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46144 is the strongest standalone candidate: it describes a specific RoFormer attention-interface defect, has some external attention, and is more actionable than the other reports in this group.", + "best_issue_reason": "issue:46143 is the strongest cluster anchor: it is concrete, open, and the closest to the only plausible related RoFormer report while still being the more general failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Different model components and different bug types: Llama4 norm-vs-RMS question vs a ModernBERT config type-hint issue." + "reason": "Different subsystems and defect types: Llama4 norm design question vs. ModernBERT config type-hint issue." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2former ignore_value usage and loss-function kwargs forwarding are separate code paths and separate fixes." + "reason": "Mask2Former ignore_value handling is unrelated to kwargs not reaching loss calculation." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Unrelated model behaviors: Mask2former loss handling vs DeepSeek-V4 shared expert gating." + "reason": "Different models and different bugs: ignore_value usage vs. DeepSeek-V4 gating logic." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "No shared concrete bug; Mask2former ignore_value and RoFormer attention-interface behavior are unrelated." + "reason": "No shared concrete code path; Mask2Former loss behavior is unrelated to RoFormer attention interface usage." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Model loss-parameter issue vs tokenizer regex warning; different subsystems and fixes." + "reason": "Unrelated areas: Mask2Former training loss vs. tokenizer regex warning regression." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Different concerns entirely: Mask2former loss usage vs a quantization-string typo." + "reason": "Completely different bug class: unused ignore_value vs. a typo in a quantization symbol." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Both mention kwargs, but one is about loss-function forwarding and the other about RoFormer methods/attention wiring; not the same bug." + "reason": "Both mention model plumbing, but one is about kwargs into loss functions and the other about RoFormer attention interface; not the same bug." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs propagation and a config type-hint typo are unrelated issues." + "reason": "Generic kwargs forwarding issue does not match a ModernBERT config type-hint typo." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Type-hint correctness and tokenizer regex warnings are unrelated." + "reason": "ModernBERT type annotation issue and tokenizer regex warning are unrelated." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Both are small correctness issues, but one is a config typing mistake and the other is a typo in a different code path." + "reason": "A config typing typo is not the same underlying issue as a quantization nomenclature typo." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2former ignore_value behavior and ModernBERT config typing are not the same underlying bug." + "reason": "Different components and symptom types: Mask2Former training logic vs. ModernBERT config typing." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention-interface behavior are distinct model-specific bugs." + "reason": "Mamba/Mamba-2 init_weights behavior is unrelated to RoFormer attention interface implementation." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Closely related RoFormer reports, but one is about kwargs not being passed through methods and the other about attention not using the interface; related area, different concrete fix." + "reason": "Related RoFormer area, but different concrete defects: kwargs propagation through methods vs. attention implementation not using the attention interface." } ] }, @@ -16564,8 +16516,8 @@ }, { "label": "issue", - "component_index": 7, - "component_count": 17, + "component_index": 8, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16581,12 +16533,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "767c8dacf4bd1f2c5b26e9ebffa3981cd7b356e7c6f4efa9949f496c13e7c2ef", + "prepared_review_unit_hash": "59c094d96466dc53a863f326b3a7bb9823d67eb66780fd9f71b1f9bce38bf84a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -16594,7 +16546,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -16603,18 +16555,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one requests Set Block Decoding, while the other asks for DeepSeek v3.2 support. They describe different features/problems with no shared targets or explicit linkage.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The two issues are unrelated feature requests: one is about block decoding, the other about DeepSeek v3.2 support. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the titles and likely scopes are different enough that neither issue is a duplicate of the other.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a good global canonical representative for this cluster because they address different underlying requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying requests: decoding behavior vs model support. No shared code path, filenames, or explicit relation indicating the same bug/change." + "reason": "Different topics and likely different workstreams: block decoding behavior vs adding DeepSeek v3.2 support." } ] }, @@ -16627,8 +16579,8 @@ }, { "label": "issue", - "component_index": 8, - "component_count": 17, + "component_index": 9, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16644,7 +16596,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "3fa11e03f42da98482734e5ed7dce4d6f74543d23229ac0765455c8633ffc54b", + "prepared_review_unit_hash": "db3db4a719fbd4170c86e38cdfbd027b0dcf3fab165017f42d50280b55d989fd", "component_budget": { "node_count": 2, "item_count": 2, @@ -16666,18 +16618,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These look like two separate Trainer enhancement issues: one about making `remove_unused_column` more customizable, and the other about correctly estimating FLOPS for custom trainers. They share the Trainer/custom-trainer theme but not the same bug or change.", - "confidence": 0.94, - "canonical_issue_reason": "Issue #43598 is the cleaner canonical issue for its own topic because it is a focused Trainer customization request with a clear, specific hook (`remove_unused_column`).", + "summary": "These issues are related only at a high level (custom trainers / Trainer behavior), but they describe different problems and likely different fixes: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43598 is the more concrete and central trainer-customizability request; 43600 is a separate metric-estimation concern.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a duplicate of the other, so there is no global best issue for the cluster; if forced to pick one representative, #43598 is more concrete and narrowly scoped.", + "best_issue_reason": "43598 is the better representative issue for this cluster because it targets a specific Trainer customization gap rather than a narrower FLOPS-reporting edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Both involve custom trainers in Trainer, but they address different underlying problems: one is about unused-column removal customization, the other about FLOPS estimation. They are not the same bug/change and should not be merged as duplicates." + "reason": "They share the broad theme of custom trainers, but the underlying bugs are different: `remove_unused_column` behavior versus FLOPS estimation logic. Not the same fixable issue." } ] }, @@ -16690,8 +16642,8 @@ }, { "label": "issue", - "component_index": 9, - "component_count": 17, + "component_index": 10, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16707,7 +16659,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "66e707e517b28e39997d8cd378a0b3b3a062cf4f755ca00b34bfa2183808a516", + "prepared_review_unit_hash": "91770ba5902bcdf51a75ab7a7967b2155c4aeb0f0e7f2eef15115fd4b562c331", "component_budget": { "node_count": 2, "item_count": 2, @@ -16729,18 +16681,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one requests Qwen3-Omni registration in generic auto-model classes, while the other asks for sequence-classification support for Qwen3.5. They involve different model families and different API surfaces/tasks.", + "summary": "These two issues are related only at a broad level (Qwen model registration in Auto classes), but they target different model families and different auto-class behaviors, so they are not duplicates.", "confidence": 0.96, - "canonical_issue_reason": "Issue 43684 is the broader, more central registry gap request and is the better representative of a model-registration problem.", + "canonical_issue_reason": "Issue #43684 is the broader request and more likely to serve as a canonical issue for Qwen auto-registration coverage, since it asks for model registration in multiple AutoModel classes.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the clearest standalone issue to keep as the canonical issue because it describes a general AutoModel/AutoModelForConditionalGeneration registration addition.", + "best_issue_reason": "Issue #43684 is the better representative for the cluster because it is the more general registration request; #44405 is a narrower, different feature request for sequence classification on Qwen3.5.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying change request: Qwen3-Omni auto-model registration vs Qwen3.5 sequence-classification support. Different model family and different code path." + "reason": "Reject: they concern different underlying changes. #43684 is about adding Qwen3-Omni registration to AutoModel/AutoModelForConditionalGeneration, while #44405 asks for AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Different model variants and different auto-class targets mean they would not be merged into one fix." } ] }, @@ -16753,8 +16705,8 @@ }, { "label": "issue", - "component_index": 10, - "component_count": 17, + "component_index": 11, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16777,76 +16729,76 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "32c7832b1cbeb78151b3a483f4355d28cf5b7cc3d81c6bec504b425ff90fcc3a", + "prepared_review_unit_hash": "7657a1295e6344ff6fe3d84cf018dc398db95dac3e734c95f91f346e06fb6417", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4259, - "estimated_input_tokens": 1065, - "estimated_eval_tokens": 2386 + "serialized_chars": 4261, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4259, - "estimated_input_tokens": 1065, - "estimated_eval_tokens": 2386 + "serialized_chars": 4261, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The only strong duplicate signal is the near-simultaneous pair 43845/43846, both titled \"huggingface \". 43859 shares the same title but is separated by many hours, so it is a weaker match and should not be merged on title alone. 43835 (\"Fett\") is unrelated.", - "confidence": 0.76, - "canonical_issue_reason": "Issue 43845 is the best canonical representative for the clear duplicate pair because it is the earlier of the two near-identical \"huggingface \" reports.", + "summary": "Three issues share the exact title \"huggingface \" and were opened in a short time window; issue 43835 has a different title and the packet does not connect it to that cluster. Issue 43845 is the earliest of the matching-title issues and is a reasonable canonical representative.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43845 is the earliest of the exact-title \"huggingface \" issues and best represents that duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the clearest representative of the duplicate set: it matches 43846 closely and is the earliest of that tight duplicate pair.", + "best_issue_reason": "issue:43845 is the best cluster representative because it matches the other two items by exact title and appears first in the matching trio.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "\"Fett\" is unrelated to the repeated \"huggingface \" reports; no evidence they describe the same issue." + "reason": "Different titles, and the packet provides no shared files, targets, or body details to link them." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "\"Fett\" is unrelated to the repeated \"huggingface \" reports; no evidence they describe the same issue." + "reason": "Different titles, with no additional evidence in the packet connecting them." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "\"Fett\" is unrelated to the repeated \"huggingface \" reports; no evidence they describe the same issue." + "reason": "Different titles, and the packet does not show any shared code-path or duplicate signal." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Same title and created within minutes, which strongly suggests the same underlying duplicate issue." + "reason": "Same exact title and created only seconds apart; nothing in the packet distinguishes them as separate issues." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "Same title, but the reports are separated by many hours and there is no additional evidence beyond soft similarity to confirm the same underlying issue." + "accept": true, + "reason": "Same exact title, and the creation times are still close enough to support a duplicate read with no contrary evidence in the packet." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "Same title, but the reports are separated by many hours and there is no additional evidence beyond soft similarity to confirm the same underlying issue." + "accept": true, + "reason": "Same exact title and close creation times, with no other evidence suggesting different underlying issues." } ] }, "evaluator_result": { "accept": false, - "feedback": "The grouping is mostly grounded, but the soft-edge reasoning is not fully conservative. In particular, the 43845/43859 and 43846/43859 pairs are separated by many hours, so timing does not really support a duplicate inference there; the evidence is only the identical title/soft similarity. The summary and canonical choice for 43845 are reasonable, but the duplicate verdicts should be phrased more cautiously." + "feedback": "The cluster call is mostly grounded, but the rationale overstates the evidence. The packet only supports that 43845/43846/43859 share the exact title \"huggingface \" and are temporally near each other; it does not support saying they match \"exactly in timing\" or that 43835 is genuinely unrelated. Please keep the verdicts limited to title similarity and close creation times, without implying stronger evidence than the packet provides." }, "evaluator_used": true, "retried": true, @@ -16856,8 +16808,8 @@ }, { "label": "issue", - "component_index": 11, - "component_count": 17, + "component_index": 12, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16884,88 +16836,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "310c6b85729a16148216edff379f05ec32b7082f4305b8de3f59c4372f771e11", + "prepared_review_unit_hash": "71c0cb34ffae99b0747f22ca4046f43da536e35bf1c3cede8202776552b109a7", "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": "The cluster is dominated by spammy or content-free issues with only one mildly descriptive title, and there is no evidence that any pair is the same underlying bug or request. Treat them as separate low-signal issues rather than duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "Issue #44418 is the least placeholder-like item because it has a descriptive title, but it still lacks any concrete problem statement and does not match the others as a clear duplicate.", + "summary": "This cluster appears to be spam/placeholder issues rather than real duplicate bug reports, so there is no substantive canonical duplicate set to merge.", + "confidence": 0.9, + "canonical_issue_reason": "44371 is the earliest of the repeated '' placeholders, so it is the least arbitrary representative if one must be chosen, but the cluster does not contain a real issue to canonicalize.", "canonical_pr_reason": null, - "best_issue_reason": "#44418 is the best representative issue only because its title is more specific than the pure spam entries; it is not a strong canonical duplicate target.", + "best_issue_reason": "44371 is the most representative only in the narrow sense that it matches other identical '' placeholders and is earliest; it is still not a meaningful issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are just placeholder spam titles with no substantive body or issue details; no concrete shared bug or request is visible." + "reason": "Identical spam title, but no concrete report or code-path evidence that these are the same underlying issue; they look like separate spam submissions." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "These appear to be separate spam entries rather than the same issue, with no identifying context tying them together." + "reason": "Same '' placeholder, but there is no substantive description tying them to one bug report." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is placeholder spam and the other is a generic documentation suggestion; too little evidence that they describe the same underlying request." + "reason": "Generic documentation-suggestion title versus spam placeholder; no evidence of a shared underlying issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "'Check out \"Google LLC\"' does not align with the spam placeholder title as the same underlying issue." + "reason": "Different vague spam/marketing-style title; not the same concrete problem." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A generic documentation enhancement and a spam placeholder are not enough to conclude a duplicate relationship." + "reason": "Both are vague, but they do not describe the same underlying bug or change." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "No concrete overlap in problem statement or requested change; these look like unrelated low-quality issues." + "reason": "No concrete overlap beyond being low-information posts; not a duplicate bug report." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Although both are placeholder titles, that alone is not enough to merge them as the same underlying issue." + "reason": "Both are identical spam placeholders, but identical title alone is not enough to treat them as the same underlying issue." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "The titles suggest different spam/content themes, not a single shared bug or request." + "reason": "Spam placeholder versus unrelated 'Google LLC' promo-like title; no shared bug/change." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No shared concrete problem description or target is present; these should not be deduplicated." + "reason": "Unrelated low-information titles with no evidence of a common underlying issue." } ] }, @@ -16978,8 +16930,8 @@ }, { "label": "issue", - "component_index": 12, - "component_count": 17, + "component_index": 13, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16995,12 +16947,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "00ab2e5e779fc12cf48acc5fc2b3c6c483431e5917284572e8ab1f70f8ec80e7", + "prepared_review_unit_hash": "5862a47e2f88e1739a63c1afe9c7e6b10c01ff2189cc6de6aad845b6b2b3d97a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -17008,7 +16960,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -17017,24 +16969,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are highly similar and likely related duplicate reports, but the packet only establishes title-level similarity and does not prove they are the same underlying proposal. Issue #45145 is the better anchor because it is earlier and already has an inbound reference.", - "confidence": 0.82, - "canonical_issue_reason": "Issue #45145 is the better canonical issue because it was created first and already has an inbound reference, so it is the likelier discussion anchor for a probable duplicate pair.", + "summary": "These two issues look very similar and may be duplicates, but the packet only shows identical titles plus soft-similarity evidence; without the bodies, that is not enough to make a definitive duplicate merge call.", + "confidence": 0.73, + "canonical_issue_reason": "If one must be chosen as canonical, issue:45145 is slightly better because it has an inbound reference, giving it marginally more triage signal than issue:45151.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45145 is the best global issue candidate for the same reason: it is the earliest and most referenced of the two near-identical reports.", + "best_issue_reason": "issue:45145 is the best issue candidate to keep as canonical for now because it is one of the two matching reports and has the stronger reference signal.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": false, - "reason": "The titles are identical and the reports look very similar, but the evidence is not strong enough to confirm they are the same underlying issue. There are also small distinguishing signals, including inbound reference and activity/body-length differences." + "reason": "The titles match exactly, but the packet does not expose the issue bodies, so soft-similarity alone is insufficient to confirm the same underlying issue with confidence." } ] }, "evaluator_result": { "accept": false, - "feedback": "The duplicate call is directionally plausible, but the summary overstates what the packet proves. The packet supports strong title similarity and a likely duplicate relationship, yet it does not establish that the two issues are the same underlying proposal, and it is not true that there is \u201cno distinguishing metadata beyond creation time\u201d because issue #45145 has an inbound reference while #45151 does not, and their discussion activity/body length also differ. Please soften the language to match the evidence." + "feedback": "The conclusion is a bit too strong for the packet. The titles are identical, but the packet does not expose the issue bodies, so \"highly overlapping descriptions\" is not directly supported. The pair only has soft_similarity evidence and deterministic_accept is false, so a duplicate verdict should be framed more conservatively." }, "evaluator_used": true, "retried": true, @@ -17044,8 +16996,8 @@ }, { "label": "issue", - "component_index": 13, - "component_count": 17, + "component_index": 14, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17098,8 +17050,8 @@ }, { "label": "issue", - "component_index": 14, - "component_count": 17, + "component_index": 15, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17115,40 +17067,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "feab38ee0466aeb63912ce8f83c339fabd9ce085cb7cbb9572a02af7fe9ea9ce", + "prepared_review_unit_hash": "cd744a144887566c127fa4fc9ffb7e5d913a23b65fb132719ce7e2e919e34b81", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1668, - "estimated_input_tokens": 417, - "estimated_eval_tokens": 1090 + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1668, - "estimated_input_tokens": 417, - "estimated_eval_tokens": 1090 + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related to 4-bit inference, but they describe different failures with different triggers and code paths, so they should not be merged as duplicates.", + "summary": "These are related only at a broad level (4-bit inference), but they describe different bugs and code paths: Gemma4 audio modules hit a torch.finfo() TypeError on uint8 weights, while BitsAndBytesConfig.llm_int8_skip_modules changes lm_head exclusion handling and triggers an AssertionError. Not a duplicate pair.", "confidence": 0.96, - "canonical_issue_reason": null, + "canonical_issue_reason": "No single canonical issue for a duplicate cluster: the two reports point to different failures. If one must be chosen as the more representative bug report, issue 45674 is broader and more actionable because it describes a configuration regression in BitsAndBytesConfig rather than a model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 45674 is the better standalone tracking issue: it states a concrete regression, isolates the trigger, and is likely easier to fix and verify. Issue 45672 is narrower and model-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different bugs: one is a Gemma4/audio-module torch.finfo() TypeError on uint8 weights during NF4 inference, the other is an AssertionError caused by llm_int8_skip_modules clearing the default lm_head exclusion. Same broad area, but not the same underlying issue." + "reason": "Different underlying bugs: one is a Gemma4/audio uint8 weight dtype failure in torch.finfo(), the other is a BitsAndBytesConfig exclusion-list regression causing an AssertionError. Same broad area, not the same fix." } ] }, @@ -17161,8 +17113,8 @@ }, { "label": "issue", - "component_index": 15, - "component_count": 17, + "component_index": 16, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17178,40 +17130,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "c1a394bda8158756b4a565994cc44969a493062fa34978f9995c3b4d81ae4212", + "prepared_review_unit_hash": "78f6891b3cbed2aa2ba780be392ec9cf71a5358c5b26125356f64795cdec6dd0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two closed issues with unrelated person-name/date titles and no body or linking evidence, so they do not look like duplicates or the same underlying report.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The two closed issues are extremely low-signal and look like unrelated name/date entries rather than duplicate bug reports. I would not cluster them as the same underlying issue.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #45762 is the better representative only because it was created first; neither issue contains enough technical detail to justify a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue #45762 is the most suitable placeholder canonical within this pair due to earlier creation time, but the cluster should not be treated as a real duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different named individuals and dates, with no shared description, references, or code context; not the same underlying issue." + "reason": "Different titles with no bodies, filenames, targets, or discussion evidence; they do not appear to describe the same bug or change." } ] }, @@ -17224,8 +17176,8 @@ }, { "label": "issue", - "component_index": 16, - "component_count": 17, + "component_index": 17, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17241,40 +17193,40 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "7d379b7281f27058ab2bf9bdadb60710273c675e5fa391a1d28e7f874d03b264", + "prepared_review_unit_hash": "650caea3c1400805ac2f954963bee96dc360be9bf250ffc7a321d047f7684f60", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues only share a loose title pattern (a person\u2019s name plus date) and provide no body, technical context, or linkage showing they refer to the same underlying bug/task. They should not be clustered as duplicates.", + "summary": "Two closed issues with only personal-name/date titles and no body or linkage evidence. They do not describe a shared bug or change, so they should not be treated as duplicates.", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "Issue 45764 is the earliest of the two, but neither issue contains actionable problem details; if one must be selected, the older item is the only consistent tiebreaker.", "canonical_pr_reason": null, - "best_issue_reason": "No strong canonical issue candidate: both are sparse, non-technical entries with different names and dates, so neither can be confidently treated as the duplicate target.", + "best_issue_reason": "Issue 45764 is marginally better only as the earlier placeholder entry, but neither issue is a good canonical bug report because both lack any substantive description.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Reject: the titles refer to different people and different dates, with no body or explicit linkage indicating the same underlying issue." + "reason": "The titles are different personal names with dates, and there is no body, target, filename, or discussion evidence indicating the same underlying issue." } ] }, @@ -17287,8 +17239,8 @@ }, { "label": "issue", - "component_index": 17, - "component_count": 17, + "component_index": 18, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17314,7 +17266,7 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "55d255125c68e555ba3adc3ca72b51c2279bbf06a28ea1aee3af376143d1559e", + "prepared_review_unit_hash": "e38a57a32d46b1b778be65747f7e130fe75e63b8fddbf19169050a34a71aea2a", "component_budget": { "node_count": 5, "item_count": 5, @@ -17336,69 +17288,69 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two issue pairs look highly similar and are likely duplicates: 45870/45871 and 45872/45873. The packet only shows titles and body lengths, so this should be treated as strong duplicate evidence rather than a confirmed exact match. Issue 45869 is a separate topic.", - "confidence": 0.91, - "canonical_issue_reason": "45870 is the earliest item in the duplicated \"Example: Financial time series prediction with DataForge\" pair and is the cleanest representative of that issue thread; 45869 is unrelated, and 45872/45873 form a separate duplicate pair.", + "summary": "There are two clear duplicate pairs: 45870=45871 and 45872=45873. Issue 45869 is unrelated, and the two duplicate pairs appear to describe different feature/example requests rather than the same underlying item.", + "confidence": 0.92, + "canonical_issue_reason": "45870 is the best canonical issue among the duplicate set because it is an exact match to 45871, appears earlier, and has a clean representative title for its subgroup.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the best overall issue representative because it is the earliest clear duplicate in the packet and has the most straightforward canonical title among the closely matching items.", + "best_issue_reason": "45870 is the strongest overall issue choice: it is an exact duplicate target, earliest in its pair, and more representative than the unrelated dataset-sales issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different topics: a dataset bundle listing versus a financial time series prediction example." + "reason": "Different subjects: dataset bundle promotion vs. a financial time series example request." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different topics: a dataset bundle listing versus a financial time series prediction example." + "reason": "Different subjects: dataset bundle promotion vs. a financial time series example request." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Same title and matching body length; very likely the same issue content, though the full bodies are not shown." + "reason": "Same title and same apparent issue content; this is a direct duplicate pair." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Different underlying topics: prediction example versus a scraping-service/DataForge request." + "reason": "Both are finance-themed, but they describe different requests: a prediction example vs. a scraping-service example." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different underlying topics: prediction example versus a scraping-service/DataForge request." + "reason": "Both are finance-themed, but they describe different requests: a prediction example vs. a scraping-service example." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different underlying topics: prediction example versus a scraping-service/DataForge request." + "reason": "Different feature/example requests with no evidence they are the same underlying issue." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different underlying topics: prediction example versus a scraping-service/DataForge request." + "reason": "Different feature/example requests with no evidence they are the same underlying issue." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Same title and matching body length; very likely the same issue content, though the full bodies are not shown." + "reason": "Same title and same apparent issue content; this is a direct duplicate pair." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is a bit too strong for the packet. The evidence supports that 45870/45871 and 45872/45873 are highly similar and likely duplicates (identical titles and matching body lengths), but the packet does not show the full bodies, so calling them \u201cexact duplicates\u201d overstates certainty. The statement that 45869 is a separate topic is reasonable, but the duplicate verdicts should be phrased more conservatively." + "accept": true, + "feedback": "The assessment is well grounded in the packet: 45870/45871 and 45872/45873 are exact-title matches with matching body lengths, so calling them duplicate pairs is reasonable. The non-duplicate judgments are conservative and based on clearly different titles/themes. No evidence is overstated." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -17455,178 +17407,166 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "f3e9fdc8479def9b7ae00e8aebac33c70ce931040c8143465ce83af123d1afd6", + "prepared_review_unit_hash": "8493b12570e643bf9265794bf20bcd71d6d8f3a51bd5e6dc5ce7485bc21fb88c", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 22, - "serialized_chars": 38366, - "estimated_input_tokens": 9592, - "estimated_eval_tokens": 19440 + "serialized_chars": 38371, + "estimated_input_tokens": 9593, + "estimated_eval_tokens": 19442 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 22, - "serialized_chars": 38366, - "estimated_input_tokens": 9592, - "estimated_eval_tokens": 19440 + "serialized_chars": 38371, + "estimated_input_tokens": 9593, + "estimated_eval_tokens": 19442 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is mostly unrelated PRs spanning model additions, refactors, and test/docs changes. The only true duplicate pair is the two fixed_cross_entropy PRs, which patch the same loss helper with the same kwargs support.", - "confidence": 0.94, + "summary": "The cluster is mostly unrelated PRs that only share broad Python/Transformers similarity. The only true duplicate-like pair is the two `fixed_cross_entropy` kwargs fixes; everything else touches different models, tests, or utilities and should stay separate.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:43251 is the best representative for the loss fix: it has the explicit issue link, targets the exact bug in fixed_cross_entropy, and its change is the cleanest description of the shared code-path fix.", + "canonical_pr_reason": "PR 43251 is the better canonical representative: it directly addresses the linked issue with a focused `cross_entropy` kwargs pass-through fix and cleanly extends the helper API.", "best_issue_reason": null, - "best_pr_reason": "pull_request:43251 is the strongest overall PR in this cluster for duplicate triage because it most directly and clearly addresses the shared bug; the other near-match (43254) is just an alternate wording of the same patch.", + "best_pr_reason": "PR 43251 is the strongest overall representative of the cluster because it is the most concrete bug fix and the only one clearly tied to an issue target.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated PRs: VideoPrism model/docs addition vs Executorch dynamic-shape test." + "reason": "Different changes: adding the VideoPrism model docs/code vs adding an executorch dynamic-shape export test." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different models and different changes: Mistral tokenizer methods vs adding MobileLLM." + "reason": "Unrelated: Mistral tokenizer API completion vs introducing the MobileLLM model." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API fix vs Executorch export test; no shared bug or code path." + "reason": "Tokenizer helper additions and an executorch export test are separate concerns." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor loading robustness changes for existing models vs adding a new model implementation." + "reason": "Processor auto-loading robustness and MobileLLM model implementation are not the same bug/change." }, { "left": "pull_request:43251", "right": "pull_request:46067", "accept": false, - "reason": "Loss helper kwargs fix vs conversion/loading prefix handling; different subsystems and bugs." + "reason": "`cross_entropy` kwargs forwarding and base-model-prefix conversion loading fixes are unrelated code paths." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy helper fix vs MobileLLM addition; unrelated." + "reason": "Loss helper kwargs support is unrelated to adding a new model architecture." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss helper kwargs fix vs Mistral4 test/model adjustments; different issues." + "reason": "A loss helper fix is not the same as Mistral4 test/model work." }, { "left": "pull_request:43424", "right": "pull_request:46067", "accept": false, - "reason": "Executorch dynamic-shape test vs base_model_prefix conversion fix; unrelated." + "reason": "Executorch dynamic-shape testing and conversion-loading prefix handling are different issues." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export testing vs Mistral4 test/model changes; not the same bug." - }, - { - "left": "pull_request:43424", - "right": "pull_request:43823", - "accept": false, - "reason": "Executorch export test vs new MobileLLM model; unrelated." + "reason": "These target different subsystems: executorch export tests vs Mistral4 fixes/tests." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model implementation vs config resolution order fix; no shared concrete change." + "reason": "New MobileLLM model support is unrelated to `cls.config` resolution ordering." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model addition vs Falcon output-interface refactor; different targets." + "reason": "MobileLLM model addition and Falcon output-interface refactoring are not the same change." }, { "left": "pull_request:43823", "right": "pull_request:46067", "accept": false, - "reason": "New model addition vs conversion prefix-loading fix; unrelated." + "reason": "A new model addition does not match the loading/conversion prefix fix." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-capture refactor vs Mistral4 fixes; different code paths." + "reason": "Falcon output-capture refactor and Mistral4 test fixes are distinct model-specific changes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor vs model-creation skill/meta PR; not a duplicate bug fix." + "reason": "Falcon refactoring and the model-creation skill are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46067", "accept": false, - "reason": "Mistral4 test/model changes vs conversion base_model_prefix loading fix; unrelated." + "reason": "Mistral4 test fixes do not match the conversion loading prefix bug." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 fixes vs layrnorm/layernorm rename cleanup; different underlying issue." + "reason": "Mistral4 test changes and the `layrnorm` spelling fix are different fixes." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 fixes vs TDT loss kernel addition; unrelated." + "reason": "Mistral4 test fixes and the TDT loss kernel addition are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 fixes vs config resolution order fix; not the same change." + "reason": "Mistral4 work and the `cls.config` resolution-order fix are not the same issue." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4-related code vs model-creation skill/meta PR; unrelated." - }, - { - "left": "pull_request:44827", - "right": "pull_request:43254", - "accept": false, - "reason": "Mistral4 fixes vs cross_entropy kwargs patch; unrelated." + "reason": "Model tests/fixes are unrelated to the model-creation skill PR." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "New MobileLLM model vs meta skill PR; not a duplicate." + "reason": "A new model addition is not the same as the model-creation skill/doc tooling PR." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same fixed_cross_entropy helper to forward cross_entropy kwargs on the same code path, and could be merged into a single change." + "reason": "Both PRs fix the same concrete `fixed_cross_entropy` issue by adding supported kwargs through to `nn.functional.cross_entropy`; they are plausibly mergeable into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The only accepted pair, pull_request:43251 with pull_request:43254, is clearly mergeable into one PR for the same fixed_cross_entropy kwargs bugfix. The rest are reasonable non-duplicate rejections based on distinct subsystems, targets, or change types." + "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft-edge pair, PR 43251 with PR 43254, is clearly mergeable as the same `fixed_cross_entropy` kwargs fix in the same file and issue target. The remaining pair rejections are supported by distinct titles, filenames, and change scopes." }, "evaluator_used": true, "retried": false, @@ -17653,40 +17593,40 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "b7ebb48bdff3221cfad0c0410f23a71d3907c42ae57a85242833cf66cef027bf", + "prepared_review_unit_hash": "2350ef65435f301af583a20f62c1cefae8245e074fb0f8f2dc5c4dec93dd71a2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7224, - "estimated_input_tokens": 1806, - "estimated_eval_tokens": 3868 + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7224, - "estimated_input_tokens": 1806, - "estimated_eval_tokens": 3868 + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related VibeVoice pull requests, but they are not the same change: one implements the base VibeVoice integration, while the other adds a separate realtime variant plus acoustic tokenizer work. The overlap is mostly shared model scaffolding, not a single duplicate fix or mergeable one-PR patch.", - "confidence": 0.88, + "summary": "These are related VibeVoice PRs, but they are not duplicates: one is the base VibeVoice implementation and the other adds a separate realtime/acoustic-tokenizer extension.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the main baseline VibeVoice implementation and has substantial review activity; #42781 is a draft realtime extension with additional tokenizer/generation changes, so it is not the same concrete change.", + "canonical_pr_reason": "PR #40546 is the better canonical representative because it is the broader initial VibeVoice implementation and establishes the core model/package/docs.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the best representative PR for the cluster because it is the primary full VibeVoice integration and is more mature than the draft realtime follow-up.", + "best_pr_reason": "PR #40546 is the best single representative of the cluster since it covers the foundational codepath, while #42781 is a later, narrower realtime follow-up.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Shared filenames show common VibeVoice groundwork, but the titles and diff scope differ: base VibeVoice implementation versus realtime-specific additions with acoustic tokenizer support. They are related, not the same underlying change, and would not plausibly be merged into one PR without conflating distinct features." + "reason": "They share a model family and filenames, but #42781 adds realtime-specific behavior and an acoustic tokenizer stack rather than fixing the same concrete bug/change as #40546. They would not plausibly be merged into one PR." } ] }, @@ -17716,12 +17656,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "8c869560bef32a5fbd2d7ceb4a4fa3968c80e790cd5b73dbc241fb0f48f25384", + "prepared_review_unit_hash": "6e1e8f057d9615459fe4e3c9febceb1d7a1c83ecb8c9a2621557bf7f9337ff6b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -17729,7 +17669,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -17738,18 +17678,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated pull requests: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support and docs. They do not fix the same bug or implement the same change.", - "confidence": 0.99, + "summary": "The two PRs are unrelated feature additions in different model families, so they should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support; they address different code paths and use cases.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for duplication triage; the PRs target different models, code paths, and user-facing features.", + "best_pr_reason": "Neither PR is a good global representative for a duplicate cluster because they are not the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different subsystems and different changes: TimesFM covariate forecasting vs DINOv3 image classification support. They are not the same underlying change." + "reason": "Different models and different functionality: TimesFM forecasting with covariates vs DINOv3 image classification support. They do not fix the same bug or implement the same change." } ] }, @@ -17844,12 +17784,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "9a5320ea4eb7befdef29cb035d4fd22dd6098546d88639bfc1cff8c3d8fae09f", + "prepared_review_unit_hash": "9770363040b3b997c3406655fa903b7246fb74a803fd190a9908b5d1cc3b5bc0", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10436, + "serialized_chars": 10435, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -17857,7 +17797,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10436, + "serialized_chars": 10435, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -17866,24 +17806,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition PRs with overlapping scaffolding but different target models and code paths. The soft similarities are only at the shared Transformers integration pattern level, not the same underlying change.", - "confidence": 0.96, + "summary": "All three pull requests are distinct model-addition PRs that share only the same Transformers integration pattern. They are not duplicates or the same underlying fix/change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the three PRs add different models (DeepSeek OCR, Isaac, Kimi2-6) and are not mergeable as one duplicate fix/change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "#45630 is the strongest representative of the cluster only in the sense that it is the most complete integration PR, but it is still distinct from the others and should not be treated as a duplicate.", + "best_pr_reason": "No single PR is a better canonical representative here because these are unrelated additions for different models (DeepSeek OCR, Isaac, Kimi2-6).", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model additions for DeepSeek OCR vs Isaac; shared auto-registration/docs patterns do not indicate the same bug or change." + "reason": "Different model integrations for DeepSeek OCR vs Isaac; shared auto-registration and docs edits are template-level similarity, not the same code-path change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model additions for Isaac vs Kimi2-6; they share framework plumbing but fix/add separate model integrations and could not plausibly be merged into one PR." + "reason": "Different model families and implementation targets (Isaac vs Kimi2-6). They overlap only in common new-model scaffolding, so they are not mergeable as one PR." } ] }, @@ -17913,7 +17853,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "02ef4b642c6eac7fb0ebdcfc1bf6becbdb2df91d4418a742897eccdc0919ca44", + "prepared_review_unit_hash": "9848e7d3fa88583c9fb090ffc85e763e0e3bb21c9f5be29ae944d89076de8ff6", "component_budget": { "node_count": 2, "item_count": 2, @@ -17935,18 +17875,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both update GitHub Actions workflow dependencies, but they target different upgrades: one is an umbrella Node 24 compatibility sweep, the other specifically bumps docker/build-push-action to v6. They overlap in some workflow files but do not fix the same concrete change.", - "confidence": 0.91, + "summary": "These are related workflow maintenance PRs, but they target different action families and fixes: one is a broad GitHub Actions runtime compatibility bump, the other is a Docker build action version upgrade. They should not be treated as duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical representative because it has the broader, explicit goal of making workflows compatible with Node 24 and updates multiple core GitHub Actions references across many workflows.", + "canonical_pr_reason": "PR 42975 is the broader representative of the cluster because it updates multiple core GitHub Actions steps across many workflows for Node 24 compatibility, whereas 42976 is a narrower docker/build-push-action bump.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best overall representative for the cluster since it captures the broader maintenance effort; PR 42976 is a narrower action-version bump focused on docker/build-push-action.", + "best_pr_reason": "PR 42975 is the better cluster representative due to its wider scope and clearer unifying purpose across workflows.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "They are not the same underlying change: 42975 upgrades several GitHub Actions for Node 24 compatibility, while 42976 only bumps docker/build-push-action versions. Shared workflow files alone are not enough to merge these as duplicates." + "reason": "Different underlying changes: 42975 upgrades checkout/cache/upload-artifact and related GitHub Actions for Node 24 compatibility; 42976 specifically bumps docker/build-push-action to v6. Shared workflow filenames alone are not enough to merge them as the same PR." } ] }, @@ -17983,70 +17923,70 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "c9f5e2d5f2aa3c90fcded3f17e12d7f10ef8c924d3878a11e2a4d8750da72cdd", + "prepared_review_unit_hash": "cd6b320f71ccfccc693c1557a3538fed90f8b8777b2675f104f4eebdea711229", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14178, - "estimated_input_tokens": 3545, - "estimated_eval_tokens": 7346 + "serialized_chars": 14183, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14178, - "estimated_input_tokens": 3545, - "estimated_eval_tokens": 7346 + "serialized_chars": 14183, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs all add different model integrations (ViT NEPA, Molmo, Molmo2, CTSM) and only share broad scaffolding like docs/auto-registry updates, so they are not duplicates.", + "summary": "These pull requests are all unrelated model additions/integrations that only overlap on generic Transformers boilerplate (docs, auto-mappings, tests). They are not duplicates of the same underlying change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43451 (Molmo2) is the most substantial and active of the set, so it is the best anchor if a single representative PR is needed, but it is not the same change as the others.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43451 is the strongest standalone PR in the cluster: largest review activity and a full model stack addition, making it the best representative despite the cluster containing unrelated model additions.", + "best_pr_reason": "No PR is a true canonical duplicate for the cluster. If a single representative is needed, Molmo2 is the broadest integration and most developed PR, but it is still a distinct model addition from the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo) with distinct model files and tests; shared registry/docs edits are incidental." + "reason": "ViT NEPA and Molmo add different models, files, and code paths; shared auto/docs boilerplate is not enough to treat them as the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are separate architectures and code paths; overlap is only in generic auto/docs plumbing." + "reason": "ViT NEPA and Molmo2 are separate model integrations with distinct architectures and implementation files; no same bug or same fix." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model integrations, not one underlying bug or change." + "reason": "ViT NEPA and CTSM target different model families and model-specific code; overlap is only generic registration/docs work." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are different models with different implementations; they cannot plausibly be merged as one fix/change." + "reason": "Molmo and Molmo2 are related by name but are distinct model additions with different configs, processors, and modeling code, so they are not the same PR-level change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM touch separate model families and code paths; common files are only shared integration points." + "reason": "Molmo and CTSM do not share a concrete bug or code-path fix; they are separate feature PRs." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are distinct model additions with different affected modules and tests, so this is not a duplicate pair." + "reason": "Molmo2 and CTSM are different model integrations touching different subsystems; shared boilerplate does not justify merging them as duplicates." } ] }, @@ -18081,7 +18021,7 @@ "pull_request:43665|pull_request:46102", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "8ca51f6891c4288b5e18dbfb41ab24e597ff2308c60248069ba629d146fbacf9", + "prepared_review_unit_hash": "49639eb6e8ec9b2a751ec442d512659d73a3238026a97ec1c8b5413f503b67d3", "component_budget": { "node_count": 4, "item_count": 4, @@ -18103,36 +18043,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates: they touch different subsystems and fix unrelated problems. The only clearly substantive PR among them is the FP8 dequantization fix.", - "confidence": 0.96, + "summary": "These PRs are not duplicates of one another: they span unrelated areas (Whisper tokenization/tests, CLIP/ViT test edits, FP8 dequantization, and FSDP tied-weights cleanup). The soft similarity signals are driven mostly by generic test churn or broad transformer infrastructure overlap, not the same underlying bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical duplicate: the PRs are unrelated (Whisper decoding/tests, CLIP/ViT test stubs, FP8 dequantization, and FSDP tied-weights cleanup/fix).", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the strongest representative because it contains a concrete multi-file code fix in model loading and FP8 quantization paths, with supporting tests.", + "best_pr_reason": "No single PR is a good canonical representative because the cluster does not contain one shared fix; the PRs address different code paths and should remain separate.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different areas and different changes: Whisper tokenizer logic vs unrelated CLIP/ViT test edits." + "reason": "Both touch tests, but for different models and different changes; the Whisper tokenizer/test PR is unrelated to the CLIP/ViT test edits." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding/timestamp handling is unrelated to FP8 dequantization and model-loading changes." + "reason": "Whisper decode/tokenization fixes are unrelated to FP8 dequantization and loading logic changes." }, { "left": "pull_request:43665", "right": "pull_request:46102", "accept": false, - "reason": "Placeholder test failures in CLIP/ViT do not match an FSDP tied-weights fix." + "reason": "Generic test modifications in CLIP/ViT do not indicate the same bug or change as the FSDP tied-weights cleanup." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Generic test changes are not the same underlying bug as the FP8 dequantization/model-loading fix." + "reason": "One PR is only test edits for vision models; the other is a substantive FP8 dequant fix in core/integration code, so they are not the same underlying change." } ] }, @@ -18169,12 +18109,12 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "81087537cf084555e9063b262cb4072fe42a4975497e8f528d533716c384b6d5", + "prepared_review_unit_hash": "2eec3b5cb3d97b44aa74a3d25d9b14b796c45831bcd5f2ccbd5366c10925862e", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11339, + "serialized_chars": 11340, "estimated_input_tokens": 2835, "estimated_eval_tokens": 5926 }, @@ -18182,7 +18122,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11339, + "serialized_chars": 11340, "estimated_input_tokens": 2835, "estimated_eval_tokens": 5926 }, @@ -18191,48 +18131,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "One clear PR duplicate pair exists: 46100 and 46114 are the same ViT test-migration edit. The other PRs are lookalikes only and differ in scope/content, so they should not be merged as duplicates.", + "summary": "Only PRs 46100 and 46114 look like the same duplicated test-migration change; the rest touch different code paths or combine unrelated edits despite occasional filename overlap.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46100 is the cleanest representative of the duplicated ViT test-migration change: it matches 46114 line-for-line in tests/models/vit/test_modeling_vit.py, while the rest of the cluster is unrelated.", + "canonical_pr_reason": "PR 46114 is the best canonical representative because it is an exact duplicate of 46100, and its title more clearly describes the test-migration purpose.", "best_issue_reason": null, - "best_pr_reason": "PR 46100 is the best canonical PR because it is the earlier, straightforward version of the duplicated patch and its diff is identical to 46114.", + "best_pr_reason": "PR 46114 is the strongest global representative: it exactly matches 46100 in the same ViT test file, while the other PRs are unrelated or mixed-purpose.", "soft_edge_verdicts": [ { "left": "pull_request:43488", - "right": "pull_request:43532", + "right": "pull_request:46114", "accept": false, - "reason": "Same broad repo area and one shared test filename, but the changes are unrelated: 43488 is a setup/dependency/version tweak, while 43532 changes workflow/test infrastructure across several files." + "reason": "Both mention tests/model files, but 43488 is about setup/version/dependency changes and repo-bot checking, while 46114 is a ViT test-migration stub; not the same underlying change." }, { "left": "pull_request:43488", - "right": "pull_request:46114", + "right": "pull_request:43532", "accept": false, - "reason": "Different underlying changes. 43488 is a repo-bot/setup PR with dependency/version edits; 46114 is a tiny ViT test-migration change in tests/models/vit/test_modeling_vit.py." + "reason": "They share only the ViT test file, but the diffs are different: 43488 changes packaging/versioning, while 43532 rewrites workflow/CI behavior and related utilities." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "They both touch test-related files, but the concrete change is different: 43532 modifies workflows and test utilities, while 46114 only adds failing ViT test stubs." + "reason": "Same test file overlap is incidental; 43532 is a broad CI/workflow change, whereas 46114 is only a ViT test migration edit." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Not the same bug/change. 45932 is a broad multi-model/config/workflow PR, whereas 46100 only edits a single ViT test file with dummy assertions." + "reason": "These target different areas: 45932 changes multiple model implementations and CI plumbing, while 46100 only injects failing ViT tests for migration." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": true, - "reason": "These are the same underlying change: identical edits to tests/models/vit/test_modeling_vit.py adding the same test-migration assertions, so they could plausibly be merged into one PR." + "reason": "The diffs are effectively identical: same failing test additions in tests/models/vit/test_modeling_vit.py for the same migration check, so they are the same underlying change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet. PRs 46100 and 46114 have identical diffs in tests/models/vit/test_modeling_vit.py, so treating them as the duplicate pair is well supported. The other pairs are rejected conservatively based on differing scope and content, not just filename overlap." + "feedback": "The conclusions are grounded in the packet: 46100 and 46114 have identical diffs in the same ViT test file, while the other PRs touch different files and/or broader unrelated workflows. The soft-edge refusals are conservative, and the one accepted pair is supported by matching diffs." }, "evaluator_used": true, "retried": false, @@ -18259,12 +18199,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "ec6d1d9aa72adba06ef7bc037729bb4f9ba9e9783de8cb9341faf5cd2f9360a6", + "prepared_review_unit_hash": "257d9ae4e26389b293464ecc26981b22831f22c32914e873529334acee1bc374", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -18272,7 +18212,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -18281,18 +18221,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share pipeline/documentation scaffolding but implement different features: promptable concept segmentation vs promptable visual segmentation. They are related, not duplicates.", - "confidence": 0.97, + "summary": "These are two related but distinct pull requests: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share documentation and registry plumbing, but they implement different pipelines with different model/test coverage, so they should not be merged as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the two PRs implement different pipeline features and different code paths, despite overlapping framework/docs updates.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 43613 is the broader/more complete representative if one had to pick a single PR, but it still targets a different feature than 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Both add similar segmentation-pipeline plumbing, but they target different underlying changes and code paths: concept segmentation vs visual segmentation, with different model integrations and test files. They should stay separate." + "reason": "Reject: Promptable Concept Segmentation and Promptable Visual Segmentation are different features with different pipeline modules, model docs, and tests; the overlap is mostly shared docs/registry plumbing, not the same underlying change." } ] }, @@ -18322,7 +18262,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "47e97af7371d620064507c8470b80e5ab10877bd2efa10299f797e3dfe376c23", + "prepared_review_unit_hash": "01e4ba9ece114872880cf4094236e6c77116eff4477cad7f9f748e9cbf99fc63", "component_budget": { "node_count": 2, "item_count": 2, @@ -18344,18 +18284,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs modify `src/transformers/trainer.py` and add override hooks, but they target unrelated trainer behaviors: gradient-accumulation loss scaling vs. signature-based column filtering.", - "confidence": 0.97, + "summary": "Two open PRs in src/transformers/trainer.py both add extensibility hooks for custom trainers, but they address different code paths: gradient-accumulation loss scaling vs. signature-column filtering. They are related in style, not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: these are separate trainer extension-point changes, not duplicate fixes for the same code path.", + "canonical_pr_reason": "No single canonical PR stands out as a duplicate representative; the PRs are independent refactors/hook additions targeting different trainer behaviors.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the more self-contained change, but it is still distinct from 43663 and does not subsume it.", + "best_pr_reason": "PR #43651 is the more concrete trainer behavior change, modifying training_step loss scaling and adding a control property for custom trainers.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Reject: same file and similar helper-style refactor, but the underlying behavior is different. 43651 changes loss scaling during training steps; 43663 changes which input columns are kept by inspecting the model signature." + "reason": "Different underlying changes: #43651 changes gradient accumulation loss scaling in training_step, while #43663 refactors signature-column filtering. They do not fix the same bug and would not plausibly be merged into one PR." } ] }, @@ -18385,12 +18325,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "127355f5fb6fe5ec7cef7191486be3a58e65d6bbe3849c33276fec28a4aa93d0", + "prepared_review_unit_hash": "2f40a2cbd0b72e1f830119f1e84b7752d22e2d1d4324ddf01ca29a75260b7253", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -18398,7 +18338,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -18407,18 +18347,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/cli/serve.py` and mention a TypeAdapter-related NameError, but they appear to fix different annotation/import problems rather than the same concrete change.", - "confidence": 0.8, + "summary": "Two pull requests touch the same file and both mention NameError in the CLI, but they fix different runtime problems: one adjusts annotations/imports broadly, while the other specifically handles `TypeAdapter` when pydantic is unavailable. They should not be merged as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #43842 is the more canonical fix for the specific `TypeAdapter` NameError reported by its linked issue; its code change is narrowly targeted and directly addresses the missing `TypeAdapter` reference in `serve.py`.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the more direct, narrowly scoped fix for the explicit `TypeAdapter` NameError when `pydantic` is absent; PR #43656 is a broader typing/annotation cleanup and is not the same patch.", + "best_pr_reason": "PR #43842 is the best representative because it matches the explicit bug report and makes the precise runtime fix, rather than a broader type-annotation cleanup.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Same file and related symptom, but different fixes: #43656 is a broader annotations/__future__ typing change, while #43842 specifically gates `TypeAdapter` behind `TYPE_CHECKING` and quotes the annotation. They are not the same concrete code-path change." + "reason": "They are not the same underlying change: #43656 fixes annotation/runtime typing issues in `serve.py` more generally, while #43842 specifically imports/quotes `TypeAdapter` to prevent a NameError when pydantic is absent. Same file, different bug." } ] }, @@ -18568,16 +18508,16 @@ "pull_request:44098|pull_request:44101", "pull_request:44059|pull_request:44722", "pull_request:44018|pull_request:44071", - "pull_request:44017|pull_request:44722", "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", "pull_request:44017|pull_request:44073", "pull_request:44068|pull_request:44071", "pull_request:43997|pull_request:44073", "pull_request:44071|pull_request:44086", "pull_request:44073|pull_request:44101", "pull_request:44017|pull_request:44071", - "pull_request:44059|pull_request:44071", "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44071", "pull_request:44073|pull_request:44161", "pull_request:44059|pull_request:44068", "pull_request:44018|pull_request:44059", @@ -18611,364 +18551,388 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "6e73c3f14aebf60382e5b31b10915d870b5e7187e677ad82c26dd1da0bd5918b", + "prepared_review_unit_hash": "f2ab6e2583d4b7127f8753cf8d085d7901cccfef06cf68a654489240509b0527", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84510, - "estimated_input_tokens": 21128, - "estimated_eval_tokens": 42512 + "serialized_chars": 84503, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76942, - "estimated_input_tokens": 19236, - "estimated_eval_tokens": 38728 + "serialized_chars": 76934, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a batch of model-specific output-tracing refactors, not one single duplicate set. The true duplicate subclusters are GPT-Neo (44018/44068), GPT-J/CodeGen (44066/44085/44722), and the Flaubert-only portion of 44101/44116; most other pairs are just the same refactor theme across different models.", - "confidence": 0.91, + "summary": "This cluster is mostly a broad family of output-tracing refactors across unrelated model backbones. I only accept the GPT-Neo pair and the GPT-J/CodeGen family as true duplicates; the rest are same-theme but different code paths/models.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "44066 is the clearest anchor for the main duplicate subcluster: it directly targets #43979, touches the same GPT-J/CodeGen files as 44722/44085, and its diff matches the standardized output-tracing refactor closely.", + "canonical_pr_reason": "PR 44722 is the clearest representative of the GPT-J/CodeGen output-tracing refactor family: it touches the same concrete code path as the other GPT-J variants and looks like the most complete/latest version.", "best_issue_reason": null, - "best_pr_reason": "44066 is the best representative PR in the cluster because it has direct issue linkage, exact file overlap with the closest duplicates, and the most straightforward metadata for the GPT-J/CodeGen tracing change.", + "best_pr_reason": "PR 44722 best represents the duplicate set because it covers the same GPT-J/CodeGen standardized output-tracing change with the broadest scope among the near-duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and code paths; only the generic output-tracing theme overlaps." + "reason": "Different model families (CVT/FNet vs GPT-J); same refactor theme only." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet vs DeBERTa are unrelated concrete changes despite similar refactor style." + "reason": "Different backbones and code paths; both are output-tracing refactors but not the same change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor in the same file, with the same issue target and nearly identical changes." + "reason": "Same GPT-J/CodeGen output-tracing refactor on the same code path; these look like duplicate implementations." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet/RegNet image backbones are separate code paths, so this is only thematic similarity." + "reason": "ResNet vs EfficientNet; similar decorator migration, but different model code paths." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J are unrelated models; no shared concrete bug/change." + "reason": "EfficientNet and GPT-J are unrelated backbones; not the same bug/change." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "CodeGen/GPT-J tracing vs EfficientNet tracing are different model implementations." + "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; same theme, different code." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTaV2 are distinct changes with no shared code path." + "reason": "MobileNetV2 vs DeBERTaV2; unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen tracing and MGP-STR tracing are separate model-specific refactors." + "reason": "GPT-J/CodeGen output tracing vs MGP-STR output tracing; different model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT touch different model stacks and different output plumbing." + "reason": "GPT-J/CodeGen vs MPT; only broadly related by standardized tracing." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing migrations in the same file and appear to be the same concrete refactor." + "reason": "Both are GPT-Neo output-tracing refactors touching the same model code path and could plausibly be merged into one PR." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model files and different changes." + "reason": "GPT-J/CodeGen vs GPT-Neo; same refactor pattern, but not the same underlying change." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are separate model implementations." + "reason": "GPT-Neo and GPT-J are different model families; not duplicates." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J are unrelated model changes." + "reason": "ResNet output tracing vs GPT-J/CodeGen output tracing; unrelated concrete changes." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different concrete code paths." + "reason": "MGP-STR vs GPT-J/CodeGen; same migration style, different code path." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated despite the shared output-tracing theme." + "reason": "ResNet refactor vs GPT-J refactor; different model backbones." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are separate model-specific refactors." + "reason": "GPT-Neo vs ResNet; not the same change." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT do not share the same underlying bug/change." + "reason": "ResNet and MPT are different model implementations." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model families and different PRs." + "reason": "GPT-Neo refactor vs GPT-J/CodeGen refactor; related theme only." }, { "left": "pull_request:44068", - "right": "pull_request:44116", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated code paths." + "reason": "GPT-Neo and MGP-STR are unrelated code paths." }, { "left": "pull_request:44071", - "right": "pull_request:44086", + "right": "pull_request:44116", "accept": false, - "reason": "MPT and MGP-STR are different model implementations." + "reason": "MPT vs Flaubert/XLM-style attention code; different underlying changes." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated model refactors." + "reason": "GPT-Neo and Flaubert/XLM are unrelated models." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are separate concrete changes." + "reason": "GPT-Neo refactor vs MGP-STR refactor; same pattern, different path." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different model code paths." + "reason": "GPT-Neo and GPT-J are different model families." }, { "left": "pull_request:44068", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44085", + "right": "pull_request:44071", "accept": false, - "reason": "MPT and GPT-J are different model families." + "reason": "GPT-Neo vs MPT; not the same concrete bug/change." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are separate model-specific changes." + "reason": "GPT-2 output tracing vs MGP-STR output tracing; different model code." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different code paths." + "reason": "GPT-J vs MGP-STR; same broad topic, different models." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model implementations." + "reason": "ViLT vs Flaubert/XLM; different model families and code paths." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are not the same underlying change." + "reason": "GPT-2 refactor vs GPT-J/CodeGen refactor; not duplicates." }, { - "left": "pull_request:44068", + "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different models and different output handling." + "reason": "GPT-Neo and MPT are unrelated implementations." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "VisualBert and LongT5 are unrelated concrete changes." + "reason": "SqueezeBert and MPT touch different model stacks." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "GPT2 and GPT-Neo are separate model families." + "reason": "SqueezeBert vs VisualBert; different code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "GPT2 and MPT are different model code paths." + "reason": "GPT-Neo and SpeechT5 are unrelated models." }, { - "left": "pull_request:44101", + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM; same migration idea, not same change." + }, + { + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated changes." + "reason": "MPNet vs LongT5; different model code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44017", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and Segformer are different backbone implementations." + "reason": "RegNet and GPT-Neo are unrelated backbones." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 do not share the same bug/change." + "reason": "RegNet vs LongT5; not the same change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model implementations." }, { "left": "pull_request:44074", - "right": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "TextNet and Flaubert are separate model refactors." + "reason": "TextNet vs LongT5; unrelated code paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:44056", + "right": "pull_request:44074", "accept": false, - "reason": "MPT and SpeechT5 are different model families." + "reason": "MPNet and TextNet are different models." }, { "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert vs GPT-Neo; different refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44085", + "accept": false, + "reason": "MPNet vs GPT-J; only the output-tracing pattern matches." + }, + { + "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT and MPT are unrelated concrete changes." + "reason": "GPT-2 and MPT are unrelated code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBERT and VisualBert are different code paths." + "reason": "VisualBert and LongT5 are different backbones." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:44059", + "right": "pull_request:44068", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated model changes." + "reason": "GPT-2 vs GPT-Neo; same kind of refactor but not the same change." }, { - "left": "pull_request:43996", + "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and LongT5 are unrelated models." + "reason": "Flaubert/XLM vs LongT5; unrelated models." }, { - "left": "pull_request:43996", + "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "CVT/FNet and Segformer are separate implementations." + "reason": "RegNet vs Segformer; different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT vs SpeechT5; different implementations." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT and DeBERTaV2 are different model families." + "reason": "SqueezeBert vs DeBERTaV2; same tracing theme, different code." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTaV2 and TextNet are unrelated changes." + "reason": "DeBERTaV2 vs TextNet; not the same underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen standardized output-tracing change with the same files and issue target." + "reason": "Both target the same GPT-J/CodeGen standardized output-tracing refactor and could be collapsed into one PR." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are the same GPT-J output-tracing refactor in the same file; one is just a narrower variant." + "reason": "Same GPT-J output-tracing change on the same code path; the later PR appears to subsume the earlier variant." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model-specific refactors." + "reason": "GPT-J vs SpeechT5; unrelated model code." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "Different image-model code paths; only the general refactor pattern is shared." + "reason": "CVT/FNet refactor vs ResNet refactor; different backbones." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated concrete changes." + "reason": "CVT/FNet and SpeechT5 are unrelated." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTaV2 and SpeechT5 do not share the same underlying bug/change." + "reason": "DeBERTaV2 vs SpeechT5; different code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTaV2 and ViTS are different model code paths." + "reason": "DeBERTaV2 vs VITS; same output-tracing theme only." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", + "left": "pull_request:44161", + "right": "pull_request:44024", "accept": false, - "reason": "FocalNet and ImageGPT are different models; this is only a shared refactor theme." - }, - { - "left": "pull_request:44101", - "right": "pull_request:44116", - "accept": true, - "reason": "Both touch the same Flaubert attention/output-tracing code path; 44101 just bundles the Flaubert change with XLM." + "reason": "LongT5 vs FocalNet; unrelated implementations." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the cluster\u2019s structure. The accepted duplicate subclusters are supported by the diff previews and shared-file/issue-target evidence, and the rejected pairs mostly stay at the level of thematic similarity across different model code paths. I don\u2019t see an overstatement that would warrant rejection." + "feedback": "The summary is grounded in the packet and stays conservative about cross-model similarities. The accepted pairs are the two clear same-family/same-code-path cases (GPT-Neo; GPT-J/CodeGen), and the rejections appropriately avoid merging unrelated backbones or merely similar refactor patterns. No soft-edge verdict overstates the evidence." }, "evaluator_used": true, "retried": false, @@ -19003,64 +18967,64 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "d07bc2bd0ba655e069bdb1888c2bb61199d8e70a2ab1f16f62e0ae67904e5160", + "prepared_review_unit_hash": "5726065c22cdbce04ec255dad8e2f97797601827eb7a80ff801674ea654e3020", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84510, - "estimated_input_tokens": 21128, - "estimated_eval_tokens": 42512 + "serialized_chars": 84503, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13068, - "estimated_input_tokens": 3267, - "estimated_eval_tokens": 6790 + "serialized_chars": 13069, + "estimated_input_tokens": 3268, + "estimated_eval_tokens": 6792 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific refactors to standardized output tracing/capture, but they target different model code paths and should not be merged as duplicates.", + "summary": "All items are model-specific refactors around standardized output tracing/capture_outputs, but they touch different model implementations and code paths, so they are similar in theme rather than duplicates.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44129 is the strongest representative because it has an explicit linked issue and the largest, most concrete output-tracing refactor in a single model implementation.", + "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit issue link, a concrete SpeechT5 code-path refactor, and enough context to stand in for the cluster theme.", "best_issue_reason": null, - "best_pr_reason": "PR #44129 is the best single representative of the cluster, since it is the only one with an explicit issue target and a clearly scoped model-specific implementation change.", + "best_pr_reason": "PR 44129 is the best single PR to anchor this cluster because it is the most self-contained and explicitly tied to a tracked issue; the others are separate model-local refactors.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are standardized output-capture refactors, but they touch different models (VisualBert vs TextNet) and different forward/output code paths." + "reason": "Different model implementations (VisualBert vs TextNet) and different files; same refactor pattern only, not the same bug/change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Same refactor theme, but MPNet and VisualBert are unrelated model implementations with distinct output-tracing paths." + "reason": "MPNet and VisualBert are separate code paths in different model files; they share the output-tracing refactor theme but not a mergeable duplicate change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are separate model migrations in MPNet and TextNet; they do not fix the same concrete bug or share a mergeable code path." + "reason": "Both standardize output tracing, but on different models and forward paths, so they are not the same concrete fix." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are different architectures and the PRs change different model-specific forward methods, so they are not duplicates." + "reason": "RegNet and SqueezeBert are unrelated model-specific implementations; similar decorator migration does not make them duplicates." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both are output-tracing refactors, but they affect different models and different internals; this is broader stylistic similarity, not the same concrete change." + "reason": "SqueezeBert and SpeechT5 touch different code paths and model internals; they are thematically similar but not the same change." } ] }, @@ -19146,304 +19110,304 @@ "pull_request:44002|pull_request:46106", "pull_request:43998|pull_request:46106" ], - "prepared_review_unit_hash": "b7400b4d0eed5199b1e9dfda784df12fc4cc1e189f68fcfba4e00c7296b6e36d", + "prepared_review_unit_hash": "abaa187c5d199e446efd5a59db0a580da50cdb29a00539078f1f1a940eef8d9f", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 45, - "serialized_chars": 43791, - "estimated_input_tokens": 10948, - "estimated_eval_tokens": 22152 + "serialized_chars": 43782, + "estimated_input_tokens": 10946, + "estimated_eval_tokens": 22148 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 45, - "serialized_chars": 43791, - "estimated_input_tokens": 10948, - "estimated_eval_tokens": 22152 + "serialized_chars": 43782, + "estimated_input_tokens": 10946, + "estimated_eval_tokens": 22148 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These items are a set of model-specific output-tracing refactor PRs plus one unrelated docs toctree fix. They share a theme, but not the same concrete bug or mergeable change, so they should not be deduplicated together.", - "confidence": 0.95, + "summary": "Mostly a family of per-model output-tracing refactors (`can_return_tuple`/`capture_outputs`) across unrelated model implementations, plus one unrelated docs toctree cleanup. These are thematically similar but not duplicate fixes, so I rejected all soft edges.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "No single duplicate PR stands out. If one PR must represent the cluster, 44003 is the strongest exemplar because it makes the most substantial output-tracing plumbing changes and spans two related implementations (mamba and falcon_mamba).", + "canonical_pr_reason": "PR 44025 is the best representative of the main cluster: it is a central output-tracing refactor, spans multiple related files, and uses the new tracing helpers in a concrete model family.", "best_issue_reason": null, - "best_pr_reason": "44003 is the best representative PR for the cluster\u2019s theme: it is broader than the others, touches the core Mamba path, and includes the capture/output-recorder refactor machinery. It is still not a duplicate of the other PRs.", + "best_pr_reason": "PR 44025 is the strongest single PR in the set to represent the cluster because it is central to the tracing-refactor theme and touches a broader, more self-contained change than the others.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths (timm_backbone vs upernet). Same refactor pattern, but not the same underlying change." + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model families and files; both are output-tracing refactors, not one mergeable bug fix." + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated model implementations. Similar helper usage does not make this the same fix." + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and code paths; this is a shared refactor idea, not the same concrete change." + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Separate model-specific refactors in different code paths; not a duplicate fix." + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated model implementations; same refactor style only." + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different models and output types; not the same underlying bug or change." + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Both refactor tracing, but for different model families and files; not mergeable as one bug fix." + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different code paths in different model wrappers; similar plumbing, not duplicate content." + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 and SpeechEncoderDecoder are unrelated; shared tracing refactor theme is too broad." + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder vs UnivNet are different model classes; not the same fix." + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model implementations and semantics; only the refactor style matches." + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Separate model-specific output-tracing changes; not one concrete code-path issue." + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and output contracts; not a duplicate." + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated; this is not the same underlying bug/change." + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model code paths and outputs; too broad to treat as one duplicate fix." + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "DepthAnything and UnivNet are separate model refactors, not a single mergeable PR." - }, - { - "left": "pull_request:44001", - "right": "pull_request:44004", - "accept": false, - "reason": "UnivNet vs CodeGen are different architectures; shared output-tracing cleanup is not enough." + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated model implementations; not the same underlying issue." + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and files; similar refactor pattern only." + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/FalconMamba vs SuperPoint are unrelated code paths; not a duplicate change." + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba and CodeGen are different model implementations; same broad goal, not same fix." + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "TimmBackbone and CodeGen are unrelated; they only share a refactor motif." + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different model code paths and output semantics; not mergeable as one PR." + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are unrelated model changes, not the same bug." + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything vs VisionEncoderDecoder are different model wrappers; similar tracing refactor only." + "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families and code paths; not the same concrete fix." + "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "DepthAnything and SuperPoint are unrelated models; no shared bug to merge." + "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different implementations and output contracts; not a duplicate change." + "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "DepthAnything and DPR are different model paths; same theme, not same fix." + "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are distinct wrappers; not one underlying bug." + "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "Different model subsystems; shared tracing cleanup is too broad." + "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "Different model code paths and outputs; not a duplicate PR." + "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR are unrelated model implementations." + "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated; not the same concrete change." + "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and files; only the high-level refactor pattern matches." + "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder vs DPR are different code paths, so not a duplicate." + "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated implementations; not the same underlying bug." + "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are different model paths; no mergeable overlap beyond refactor style." + "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are different models; the common theme is too generic to count as a duplicate." + "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." }, { "left": "pull_request:44027", "right": "pull_request:46106", "accept": false, - "reason": "A docs toctree fix is unrelated to the SpeechEncoderDecoder model refactor." + "reason": "Docs toctree restructuring is unrelated to model output-tracing refactors." }, { "left": "pull_request:44026", "right": "pull_request:46106", "accept": false, - "reason": "Docs navigation change vs model code refactor; clearly different work." + "reason": "Docs toctree restructuring is unrelated to model output-tracing refactors." }, { "left": "pull_request:44001", "right": "pull_request:46106", "accept": false, - "reason": "UnivNet output-tracing refactor and docs toctree fix are unrelated." + "reason": "Docs toctree restructuring is unrelated to model output-tracing refactors." }, { "left": "pull_request:44002", "right": "pull_request:46106", "accept": false, - "reason": "UperNet model code and documentation tree changes are not the same change." + "reason": "Docs toctree restructuring is unrelated to model output-tracing refactors." }, { "left": "pull_request:43998", "right": "pull_request:46106", "accept": false, - "reason": "TimmBackbone refactor and docs toctree fix are unrelated artifacts." + "reason": "Docs toctree restructuring is unrelated to model output-tracing refactors." } ] }, @@ -19476,12 +19440,12 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "4abfa6434f8c980164ae676378a498513b114bdddb517f66e16f62c22896f8ea", + "prepared_review_unit_hash": "3a08399c07d94fb6ccd34807035b18d99e99e13bf647e8eb2740a70ad027b42d", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10910, + "serialized_chars": 10912, "estimated_input_tokens": 2728, "estimated_eval_tokens": 5712 }, @@ -19489,7 +19453,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10910, + "serialized_chars": 10912, "estimated_input_tokens": 2728, "estimated_eval_tokens": 5712 }, @@ -19498,30 +19462,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are distinct model-addition efforts. They share Transformers registration/docs boilerplate, but they target different model families and code paths, so none look like duplicates.", - "confidence": 0.97, + "summary": "These PRs are not duplicates; they add three different models/features and only overlap on common Transformers plumbing and docs integration.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: PenguinVL, DeepSeek-OCR-2, and Voxtral TTS are separate model integrations with different architecture, files, and implementation scope.", + "canonical_pr_reason": "No canonical PR: the cluster contains three distinct model-addition PRs (PenguinVL, DeepSeek-OCR-2, Voxtral TTS) with different codepaths and artifacts.", "best_issue_reason": null, - "best_pr_reason": "No PR is a good global duplicate representative here; the overlap is mostly shared auto-mapping/docs scaffolding rather than the same concrete fix or model implementation.", + "best_pr_reason": "PR 45075 is the most self-contained representative of the group, with a full model package plus conversion and tests, but it is still unrelated to the other two PRs.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model families and tasks: PenguinVL is a vision-language model, while Voxtral-4B-TTS is a TTS/audio model. Shared auto-registration files are generic boilerplate, not the same underlying change." + "reason": "Different models and unrelated functionality: PenguinVL vision-language support vs Voxtral TTS support. Shared auto/docs files are just standard integration scaffolding." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "PenguinVL and DeepSeek-OCR-2 are separate model integrations with different model code, tests, and docs. The overlap is only in common Transformers plumbing, not a shared bug or feature." + "reason": "Different model families and codepaths: PenguinVL vs DeepSeek-OCR-2. Overlap is limited to generic registry/docs files, not the same bug or change." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated additions for different modalities and code paths. They share repository scaffolding, but not the same concrete implementation or fix." + "reason": "Distinct model additions for OCR and TTS. They touch common Transformers registration files, but not the same concrete implementation problem." } ] }, @@ -19551,7 +19515,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "2c24f8e5c9489ec50d0ea216751d243a05e702288a9ae919d5d3d3beff1f4297", + "prepared_review_unit_hash": "fb21c15f8fa681122e290231f9dd0b600aaa38a2eba7eeca1bc2f7d6e378de39", "component_budget": { "node_count": 2, "item_count": 2, @@ -19573,18 +19537,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related to module/kernel fusion, but they are not duplicates: #44979 introduces a standalone Module Fusion API, while #45363 wires n-to-1 kernel fusion into `KernelConfig` and model loading. The latter builds on the same theme but targets a different change surface and code path.", - "confidence": 0.94, + "summary": "Both PRs are about fusion, but they target different layers and different code paths: one introduces a generic module-fusion API, the other adds KernelConfig-driven n-to-1 kernel fusion integration. They are related features, not duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "#44979 is the cleaner foundational change: it defines the core `module_fusion.py` API and tests, with a focused scope around module fusion primitives.", + "canonical_pr_reason": "PR 45363 is the better cluster representative because it is the more concrete end-to-end fusion feature, with changes spanning model loading/integration and a usage example; PR 44979 is a separate foundational module-fusion API.", "best_issue_reason": null, - "best_pr_reason": "#44979 is the best single representative of the cluster because it captures the core abstraction directly, whereas #45363 is a broader integration of a different fusion mechanism.", + "best_pr_reason": "PR 45363 has the clearest user-facing behavior and concrete implementation path for kernel-based fusion, making it the best single representative of this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Reject: one PR adds a general module-fusion API, the other integrates n-to-1 kernel fusion via `KernelConfig`; they are related but not the same concrete fix/change and would not be merged as one PR." + "reason": "Related fusion work, but not the same change: 44979 adds a generic Module Fusion API, while 45363 implements KernelConfig-based n-to-1 kernel fusion wiring. Different abstractions and code paths, so they should not be merged as duplicates." } ] }, @@ -19614,7 +19578,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "83a4360990b34c18ba1b52cb88c30b0c0297f4abde4049944bcccca5f5e401f8", + "prepared_review_unit_hash": "d28221aae625b37665e16e581142cf96e041b3e5207ea7613b069451a7066193", "component_budget": { "node_count": 2, "item_count": 2, @@ -19636,18 +19600,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same Mistral regex AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR is the more complete version because it adds test coverage.", - "confidence": 0.98, + "summary": "Both PRs fix the same Mistral regex AttributeError in the same tokenizer code path; 45317 is the more complete change because it adds tests, but they are still duplicate/overlapping fixes.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same code fix as 45086 plus a test file, making it the more complete and reviewable change.", + "canonical_pr_reason": "pull_request:45317 is the better canonical PR because it targets the same bug as 45086 but includes test coverage and clearer problem framing, making it the more complete representative fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best representative because it addresses the same concrete bug, keeps the fix localized to the same code path, and adds regression tests.", + "best_pr_reason": "pull_request:45317 is the best overall PR choice since it addresses the exact same concrete failure in _patch_mistral_regex and adds validation, while 45086 is a thinner version of the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same fix in the same file; 45317 is essentially 45086 plus tests, so they are mergeable into one PR." + "reason": "Accept: both PRs change the same tokenizer code path to fix the same AttributeError in _patch_mistral_regex, with the same issue target and nearly identical patch semantics; 45317 just adds tests." } ] }, @@ -19677,7 +19641,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "bc67d9ee3e80991c780168237506e7233fa1a8ed0353e71f6df8bd583c8441a1", + "prepared_review_unit_hash": "7fc64e8d89cd26392458e300e0a5a00093dfd1c00e535251792d8faa7c3ad5b8", "component_budget": { "node_count": 2, "item_count": 2, @@ -19699,18 +19663,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related to NemotronH, but they are not the same change. PR #45115 is a narrow conversion/weight-key refactor, while PR #45569 is a much broader model-architecture split introducing NemotronHDense/NemotronHSparse plus docs, tests, and auto-mapping updates.", - "confidence": 0.94, + "summary": "Both PRs are about NemotronH, but they target different changes: #45115 is a small conversion/mapping and inheritance refactor, while #45569 is a broader model split introducing NemotronHDense/NemotronHSparse, docs, auto-mapping, and tests. They are related, but not the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "#45569 is the best canonical PR because it is the broader, more complete NemotronH rework, adding the dense/sparse model packages and associated integration work.", + "canonical_pr_reason": "#45569 is the more complete, end-to-end NemotronH redesign PR: it introduces the new dense/sparse model packages, updates auto mappings, docs, and tests. #45115 is narrower and looks like an implementation detail around conversion mappings/inheritance.", "best_issue_reason": null, - "best_pr_reason": "#45569 is the best representative of the cluster; #45115 is a smaller conversion-mapping refactor and does not cover the larger architecture split.", + "best_pr_reason": "#45569 is the strongest representative of the cluster because it covers the full user-facing refactor rather than just a supporting code-path change. #45115 alone would not represent the broader NemotronH split.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They share NemotronH files, but the underlying changes differ: #45115 only adjusts conversion/mapping and naming, while #45569 introduces new dense/sparse model variants, docs, tests, and auto-model wiring. They are not the same concrete PR-sized fix." + "reason": "Related NemotronH work, but not the same concrete bug/change: #45115 focuses on checkpoint conversion key renaming and class inheritance, while #45569 adds separate dense/sparse model variants plus docs and tests. They would not plausibly be merged as one PR." } ] }, @@ -19740,7 +19704,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "c5b9ae5bdcbd043d0d1c1ab211710bf0fca1805cb8e9088eca93dcebbc04353a", + "prepared_review_unit_hash": "be259e01af10743963a2b3ad1e9dca38924423ba74f80d0c74f23d576c2236c3", "component_budget": { "node_count": 2, "item_count": 2, @@ -19762,18 +19726,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related but not duplicates: one introduces heterogeneous per-layer config support, while the other builds on that groundwork to add heterogeneous model/runtime handling. They share files and concepts, but they target different code paths and could be merged separately.", - "confidence": 0.91, + "summary": "These are closely related feature PRs in the heterogeneous-config/modeling area, but they are not duplicates: one adds per-layer config support, the other adds model/cache-side heterogeneous behavior built on top of it.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the broader umbrella change, spanning cache/modeling/runtime support in addition to the heterogeneity scaffolding, so it is the better representative of the cluster.", + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it extends heterogeneous support into cache/modeling paths and appears to subsume the narrower config plumbing work in #45333.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the strongest overall representative because it covers the larger end-to-end heterogeneous model support path, not just config plumbing.", + "best_pr_reason": "PR #45332 is the best representative for the cluster because it covers the end-to-end heterogeneous model support rather than only the configuration layer.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related but distinct: 45333 adds per-layer configuration plumbing, while 45332 adds heterogeneous model/cache/runtime behavior. They share groundwork but not the same concrete change and would not be merged as one PR." + "reason": "Related feature work, but different concrete changes: #45333 introduces per-layer configuration plumbing, while #45332 adds model/cache behavior using that plumbing. They are complementary, not the same fix." } ] }, @@ -19803,12 +19767,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "f40f6aafc379625350f465d38ba32d1581ad5377fce1c15d1057f27857b8dcab", + "prepared_review_unit_hash": "07cdd4786827860211987acf59deb8c8051d5c49f81dd756a21cc7302e398c6d", "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 }, @@ -19816,7 +19780,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -19825,18 +19789,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both typing-related PRs in transformers, but they address different levels of the problem: one is a broad type-checking sweep across many files, while the other adds specific typing protocols/aliases to support particular model utility code. They are not the same underlying change.", - "confidence": 0.88, + "summary": "Two typing-focused PRs with some overlap in modeling_utils/flash attention, but they address different scopes: one is a broad repo-wide type-checking sweep, the other is a narrower typing-API/Protocol cleanup.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45425 is the more focused, concrete change: it introduces shared typing aliases/protocols and touches a small, coherent set of type-related call sites.", + "canonical_pr_reason": "PR 45425 is the better canonical representative because it is a more coherent, narrowly scoped typing change centered on shared typing helpers and model utility annotations, rather than a broad enablement sweep.", "best_issue_reason": null, - "best_pr_reason": "PR #45425 is the better representative of a single underlying code change; PR #45415 is a broad housekeeping sweep that spans many unrelated typing cleanups.", + "best_pr_reason": "PR 45425 is the best overall PR in the cluster: it has a clearer concrete purpose and a tighter change set. PR 45415 is too broad and infrastructure-like to serve as the best representative duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related, but #45415 is a broad type-checking cleanup across many files while #45425 adds specific typing helpers/protocols for concrete code paths. They do not look mergeable as one PR or as the same fix." + "reason": "Reject: both are typing-related and share a few files, but they do not appear to fix the same concrete code-path problem. 45415 is a wide type-checking pass across many modules; 45425 adds specific typing protocols/helpers for model utility integration. They are related work, not duplicates." } ] }, @@ -19873,7 +19837,7 @@ "pull_request:46109|pull_request:46151", "pull_request:46135|pull_request:46151" ], - "prepared_review_unit_hash": "0e268ef41b85b2782fe02c6be03fd2d57c002a5c4ebf1f1aea64ffbf3dfe6c90", + "prepared_review_unit_hash": "c2f792778bee4fe1a60cf980168bf85fcf491669c733d178a15df109b11149a3", "component_budget": { "node_count": 5, "item_count": 5, @@ -19895,42 +19859,42 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is not a duplicate set: it mixes a couple of model-parallel device-placement fixes with unrelated test-only expectation updates. The closest items are thematically similar, but they target different models or test suites and should not be merged as one PR.", - "confidence": 0.91, + "summary": "These are related only by broad device/parallel test themes, but they do not describe the same underlying bug or change. Most are model- or test-specific fixes in different code paths, so they should not be merged as duplicates.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45487 is the strongest representative of the cluster because it fixes a concrete model-parallel device-placement bug in real model code and spans multiple affected model implementations plus tests.", + "canonical_pr_reason": "No single PR is a clear duplicate target for the cluster. If one must be chosen, 45487 is the most concrete runtime bug fix and is broader than the others, which are mostly test-only or unrelated model/device adjustments.", "best_issue_reason": null, - "best_pr_reason": "PR 45487 is the best standalone PR in the group: it addresses an actual runtime bug in model code, not just test expectations, and is broader/more substantive than the other candidates.", + "best_pr_reason": "45487 is the strongest representative of an actual code-path fix, but the cluster as a whole is too mixed for a truly good global PR canonical.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:46101", "accept": false, - "reason": "Both are device-placement fixes for parallel execution, but they affect different model code paths (AltCLIP/ChineseCLIP vs Qwen2 Audio) and are not the same concrete bug." + "reason": "Both are device-placement fixes, but for different model code paths (AltCLIP/ChineseCLIP vs Qwen2 audio). They are not the same underlying bug and would not be merged into one PR." }, { "left": "pull_request:45487", "right": "pull_request:46151", "accept": false, - "reason": "One is a model-parallel runtime fix; the other only adds XPU test expectations for token classification. Different artifacts and different underlying change." + "reason": "45487 fixes model-parallel tensor placement in model code, while 46151 only adds XPU expectations in pipeline tests. Different change types and different subsystems." }, { "left": "pull_request:46101", "right": "pull_request:46151", "accept": false, - "reason": "Qwen2 Audio parallel fix vs pipeline test expectation updates for token classification; same broad theme of device support, but unrelated bugs/changes." + "reason": "Qwen2 audio runtime fix vs token-classification test expectations; they do not address the same bug or code path." }, { "left": "pull_request:46109", "right": "pull_request:46151", "accept": false, - "reason": "Distributed trainer test genericization is unrelated to token classification expectation updates; they do not fix the same issue or code path." + "reason": "These are both test-related, but one is distributed trainer parity checks and the other is pipeline token-classification expectations. Broadly similar theme, but not the same change." }, { "left": "pull_request:46135", "right": "pull_request:46151", "accept": false, - "reason": "Both touch XPU-related tests, but for different suites and behaviors (Kosmos2.5 integration vs token classification). Not the same underlying change." + "reason": "Kosmos2.5 integration-test expectations for XPU are unrelated to token-classification pipeline expectations; no shared underlying bug or mergeable change." } ] }, @@ -19962,7 +19926,7 @@ "pull_request:45513|pull_request:46084", "pull_request:46084|pull_request:46098" ], - "prepared_review_unit_hash": "5aafab669c6aa22fbddf6e5292c02045fc7f4e6a3540b3b9a8cd15b765411833", + "prepared_review_unit_hash": "9d6eca23646fc55e3cbf63b75f4080a61f0bf0ca9200f2377bf652a19678affc", "component_budget": { "node_count": 3, "item_count": 3, @@ -19984,30 +19948,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two Mamba2 pull requests target the same cached-forward seq_len>1 bug, while the Qwen3.5/OLMo hybrid PR is a different model and code path.", - "confidence": 0.94, + "summary": "Two PRs are near-duplicates for the same Mamba2 seq_len>1 cached-forward bug; the Qwen3.5 PR is unrelated and should stay separate.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46084 is the core implementation fix for Mamba2 use_cache with seq_len>1, with code and test changes directly addressing the incorrect cached forward path.", + "canonical_pr_reason": "PR #46098 is the best canonical PR for the Mamba2 bug: it has the clearest title, explicitly references the tracking issue, and includes the code fix plus tests/docs around the same concrete failure mode.", "best_issue_reason": null, - "best_pr_reason": "PR #46084 is the best representative of the underlying bug because it is the focused code-level fix, rather than a docs-heavy follow-up.", + "best_pr_reason": "PR #46098 is the strongest representative of the duplicate Mamba2 fix because it targets the exact seq_len>1 cache bug in Mamba2Mixer and appears to subsume the narrower #46084 patch.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different model family and bug: Qwen3.5/OLMO hybrid linear-attention caching versus Mamba2 cached forward behavior." + "reason": "Different model families and code paths: Qwen3.5/GDN linear attention vs Mamba2 mixer cache handling. They are not the same underlying bug." }, { "left": "pull_request:46084", "right": "pull_request:46098", "accept": true, - "reason": "Same underlying Mamba2 use_cache seq_len>1 bug, same issue target, and overlapping modeling/test files; one could plausibly subsume the other in a single PR." + "reason": "Same underlying Mamba2 cache bug for seq_len>1, same issue target, and overlapping files/tests; #46098 looks like a broader version of the same fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: PR #45513 is a different model/code path (Qwen3.5/OLMO hybrid linear-attention caching), while PRs #46084 and #46098 both address the same Mamba2 use_cache seq_len>1 bug and share the same issue target/files. The soft-edge verdicts are conservative and the mergeability judgment for the two Mamba2 PRs is plausible." + "feedback": "The summary is grounded in the packet: PR #45513 is clearly a different model/fix area from the Mamba2 PRs, while #46084 and #46098 both target the same Mamba2 `use_cache`/`seq_len > 1` issue and share the same issue target and files. The duplicate/near-duplicate judgment is conservative and supported by the titles, shared target 46032, and overlapping diff scope. " }, "evaluator_used": true, "retried": false, @@ -20034,7 +19998,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "24dd820d08e706b90c2bfffa45c564b6f2b1d0486588a40f4be3703bf223d7e8", + "prepared_review_unit_hash": "7ec38683b82858f59d2252211985694ff4f7ad34e821b7fd8ac448f8292bfe42", "component_budget": { "node_count": 2, "item_count": 2, @@ -20056,18 +20020,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a high level (expert parallelism / model loading) but they fix different bugs in different code paths, so they should not be clustered as duplicates.", - "confidence": 0.93, + "summary": "Two expert-parallel loading PRs are related at a high level, but they fix different concrete bugs and should not be merged as duplicates. 45662 is the stronger representative of the cluster.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the stronger canonical representative because it targets a concrete loading-time corruption bug (rank-0 broadcast overwriting experts) with a focused code-path fix across the relevant loading/integration files.", + "canonical_pr_reason": "PR 45662 is the most representative PR here because it targets a specific, concrete failure mode in expert-parallel loading ('experts silently overwritten by rank-0 broadcast') with a focused fix in the loading path.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the better standalone representative of the cluster because it addresses a specific, reproducible EP/FSDP2 failure mode rather than a more general serialization/property cleanup.", + "best_pr_reason": "PR 45662 is the best overall triage choice because it is the most actionable and self-contained fix in the cluster, with a clear bug statement and a direct code-path correction.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both mention EP and touch modeling_utils, but #45548 fixes config serialization and an EP capability flag for accelerate/ZeRO-3 loading, while #45662 fixes expert tensors being overwritten during FSDP2 loading. Different concrete bugs and merge paths." + "reason": "They share the EP/loading theme, but the bugs differ: 45548 is about preserving distributed_config and exposing has_ep for accelerate/ZeRO-3 loading, while 45662 prevents expert parameters from being overwritten during rank-0 broadcast in FSDP2. Different failure modes and code paths." } ] }, @@ -20097,7 +20061,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "eb845983aa4cc969553dc242db9412983f355a29a866bd19b33a9c299a278439", + "prepared_review_unit_hash": "7a20459a50cfe92d20c3816ae20d859568aa0cc5c4f7826a1dce4729aeefc3fe", "component_budget": { "node_count": 2, "item_count": 2, @@ -20119,18 +20083,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info logging problem. PR 45645 is the more complete change because it includes the testing_utils fix plus the CI log aggregation updates, while 45639 is just the core code-side piece.", - "confidence": 0.96, - "canonical_issue_reason": "Both PRs explicitly target issue #45561, which appears to be the shared tracking issue for the xdist-safe captured_info fix.", - "canonical_pr_reason": "PR 45645 is the best canonical PR because it subsumes the core testing_utils change from 45639 and also updates the workflow to read multiple captured_info files safely in CI.", + "summary": "Both pull requests address the same xdist-related captured_info collision problem around patched testing/debug output. PR 45645 is the more complete candidate because it fixes the producer side and updates CI log collection to handle multiple files, while 45639 is the narrower code-path fix.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the best canonical PR: it addresses the full xdist collision workflow, including the testing_utils filename change and the CI-side aggregation needed to consume multiple captured_info files.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest representative of the change set: it fixes the xdist collision in code and preserves debug-log collection in the workflow, whereas 45639 only covers the code-path portion.", + "best_pr_reason": "PR 45645 is the strongest overall representative because it covers the underlying bug plus the downstream log handling needed for the fix to work cleanly in CI.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying xdist-safe captured_info bug; 45645 extends the same fix rather than addressing a different change." + "reason": "Same underlying bug/change: xdist collisions in captured_info/debug logs. The diffs overlap on the same testing_utils code path, and 45645 plausibly extends 45639 with the CI workflow changes needed for the same fix." } ] }, @@ -20218,48 +20182,63 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46069-2", + "cluster_id": "cluster-46069-3", "nodes": [ "pull_request:46069", - "pull_request:46073" + "pull_request:46073", + "pull_request:46154" ], "soft_pairs": [ - "pull_request:46069|pull_request:46073" + "pull_request:46069|pull_request:46073", + "pull_request:46069|pull_request:46154", + "pull_request:46073|pull_request:46154" ], - "prepared_review_unit_hash": "71120b3c8458907102557418114771428787fce6f13761d0077f90f720cc52e5", + "prepared_review_unit_hash": "07ced58d7b94b3d5ee2db7dc031707c9be4d43b9a58057a62aa93941c516f8cd", "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4393, - "estimated_input_tokens": 1099, - "estimated_eval_tokens": 2454 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7263, + "estimated_input_tokens": 1816, + "estimated_eval_tokens": 3888 }, "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4393, - "estimated_input_tokens": 1099, - "estimated_eval_tokens": 2454 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7263, + "estimated_input_tokens": 1816, + "estimated_eval_tokens": 3888 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-specific PRs adding attention-dispatch support to different architectures (ShieldGemma2 vs CTRL), so they should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "These are three separate model-specific PRs adding attn_implementation/SDPA dispatch support. They share a broad theme, but they do not fix the same concrete code path and should not be deduplicated.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46154 is the most representative exemplar of the cluster: it has a concrete T5 SDPA dispatch implementation plus tests, but the cluster is not a true duplicate set.", "best_issue_reason": null, - "best_pr_reason": "If a representative PR is needed, #46069 is the more substantial one (code, tests, and docs), but it is not the same change as #46073.", + "best_pr_reason": "PR 46154 is the strongest standalone PR in the set because it includes the most complete implementation/test coverage. The others are similarly scoped but for different models, so they are not interchangeable.", "soft_edge_verdicts": [ { "left": "pull_request:46069", "right": "pull_request:46073", "accept": false, - "reason": "Different models and different concrete implementations: ShieldGemma2 support vs CTRL sdpa dispatch. They do not fix the same code-path problem and would not plausibly merge into one PR." + "reason": "Both are attention-dispatch enablement PRs, but for different models (ShieldGemma2 vs CTRL) and different model code paths. Same broad feature, not the same change." + }, + { + "left": "pull_request:46069", + "right": "pull_request:46154", + "accept": false, + "reason": "ShieldGemma2 image-classification attention dispatch and T5 seq2seq SDPA dispatch are model-specific changes with different implementations and tests, so they are not duplicates." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "CTRL and T5 are separate model implementations; both add SDPA dispatch support but touch different architectures and code paths, so they should not be merged as one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index db08fadd17c35ad557249e85574a57612d433818..dbd4e9a4692fe7308049c06c7869c86006fde07f 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260522t060021z", + "analysis_id": "hybrid-model-20260522t120016z", "archived_artifacts": { 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"canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", 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because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46032-3", + "canonical_pr_number": 46084, + "duplicate_pr_numbers": [ + 46098 + ], + "target_issue_number": 46032, + "reason": "PRs in cluster-46032-3 are treated as duplicates because they converge on issue #46032 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46100-2", + "canonical_pr_number": 46100, + "duplicate_pr_numbers": [ + 46114 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46100-2 are treated as duplicates because they share soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-45647-3", + "issue_number": 45647, + "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 12 discussion comments plus 8 inbound references.", + "score": 162.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260522T120016Z/analysis-runs/hybrid-model-20260522t120016z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260522T120016Z/analysis-runs/hybrid-model-20260522t120016z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..037245888c100fa95e510c24eb9d130a8fb27d40 --- /dev/null +++ b/snapshots/20260522T120016Z/analysis-runs/hybrid-model-20260522t120016z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,20253 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260522T120016Z", + "generated_at": "2026-05-22T12:11:49Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", 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"aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: unrelated model-specific bugs, docs regressions, and a few ZeRO/Tokenizer threads. Only two soft pairs look like true duplicates; the rest are false positives.", + "confidence": 0.82, + "canonical_issue_reason": "The cluster is not a single duplicate set, but if a representative issue is needed, issue 45920 is the broadest active regression report and best subsumes the tokenizer-ID subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best global representative because it is current, broad, and spans the same tokenizer-ID regression family more generally than the Granite-only report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different model/config attribute failure vs streaming API inference failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/backend problems: AMD GPU support vs MPS histogram on int." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model families and distinct failure modes." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype-related, but the model path and backend context differ." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different models and different code paths; not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Unrelated errors across different model/runtime combinations." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch is unrelated to ONNX export failure." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Both are export/runtime issues, but the model and error class differ." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export bug vs device-mapping CUDA assert; different problems." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash vs outdated RAG docs; not the same underlying issue." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they cover different removed content and should not be merged." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error vs import path breakage; different subsystems." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Both are mismatch-style failures, but one is generic mask indexing and the other is device-map forward mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Same broad IndexError flavor, but different model/setup and likely different root causes." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "ZeRO-3 BERT initialization issue vs generic mask-shape mismatch; not the same bug." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different contexts: mask shape mismatch vs GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Generic indexing mismatch vs Qwen3.5 embedding unpacking failure." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve distributed training, but the specific failures and models differ." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 + BERT index-out-of-bounds failure; titles differ only by pretrained/non-pretrained wording." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call vs GPT-OSS tensor-parallel bug; different code paths." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization regression and LoRA merge/save mismatch are different problems." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime bugs; no shared concrete code path." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch vs generic mask index error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed weight-dimension error vs collective mismatch; not the same bug." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same component family, but CPU offload incompatibility and meta-to-empty uninitialized memory are distinct failures." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "BERT ZeRO-3 index error vs GPT-OSS MoE TP issue; unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing/FSDP issue vs CustomTrainer keyword mismatch." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "BERT ZeRO-3 initialization bug is unrelated to GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific failures: dtype mismatch vs invalid method call." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3/vLLM attribute error vs Mistral tokenizer regex crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both are Gemma4-related, but device mismatch and expensive reverse embedding lookup are different bugs." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version compatibility issue vs Qwen-3-8B NVFP4 runtime error." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch vs auto device-map CUDA assert; different failure mechanisms." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both docs regressions, but they reference different removed tasks/commands." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model families and different symptoms." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch vs MPS histogram backend error; not the same issue." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3.5 input embedding unpacking vs GPT-OSS TP failure; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific runtime errors." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "NVFP4 runtime error vs TRL SFT embedding unpacking; different bugs." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid vs MPS histogram backend limitation." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy behavior vs Qwen3.5 embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3/BERT-ish, but Gemma3 loading and BERT initialization failures are not the same bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "vLLM Gemma3 config regression vs Qwen3 auto-device-map CUDA assert." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different docs mismatches: return_all_scores vs removed run command." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU model support issue vs table-question-answering crash." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral vs Gemma4 device-mapping mismatch." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy call vs Qwen3-vl video StopIteration; different paths." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same v5 AutoTokenizer wrong-token-ID regression; 45920 broadens the Granite-specific report to more model families." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading failure vs outdated RAG examples docs." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint report vs model implementation loading issue; different root causes." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen NVFP4 runtime error vs docs cleanup issue." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Gemma3/vLLM sliding-window config issue vs Qwen3-MoE sliding_window issue; related theme but different concrete bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Generic mask/tensor shape mismatch vs BERT ZeRO-3 initialization failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs are well-supported by the titles and descriptions, and the representative issue choice for the tokenizer-ID regression family is reasonable. I don\u2019t see any 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": 18, + "review_unit_index": 2, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36010", + "issue:39186", + "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:43854", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "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:43854|issue:43866", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43792|issue:45070", + "issue:43975|issue:45901", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43404|issue:43866", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43572|issue:45070", + "issue:43296|issue:43366", + "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:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:42915|issue:45399" + ], + "prepared_review_unit_hash": "bdf1b139a9a93a0688ed8f63626f87c45f005be05ffe661facc101bd8ad0b5ea", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38741, + "estimated_input_tokens": 9686, + "estimated_eval_tokens": 19628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster. The only plausible duplicate pair is the two custom-module loading reports around trust_remote_code/save_pretrained; the rest are distinct model-, backend-, or runtime-specific failures.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45632 is the clearest root-cause report: it names the cache-path collision in trust_remote_code for local models, which can explain the related wrong-module loading symptom in issue:45698.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45632 is the most actionable and specific report in the cluster; issue:45698 looks like a closely related user-facing symptom of the same loading/cache bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different failures: GLM-4.7-Flash test loading vs a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated models/tasks: Whisper loading failure vs table-question-answering crash." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "One is a Torch version compatibility complaint; the other is a pydantic PretrainedConfig regression." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both mention runtime/env issues, but one is DeepSpeed ZeRO-3/BertModel and the other is torch 2.4.1 vs transformers 5.8.0 compatibility." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Different bugs and code paths; no shared underlying defect." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "DeepSeek detokenization bug and table QA crash are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5/chat, but the model sizes and failure modes differ; not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen NVFP4 loading/runtime failure is unrelated to table-question-answering crashes." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 vLLM config attribute error and Gemma4 device mismatch are different model-specific issues." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Chat streaming failure and MPS histogram kernel error are unrelated backend/model problems." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm tracing issue is not the same as the MPS Int histogram kernel failure." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied-weight bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are dtype/runtime errors, but they involve different models and different failing operations." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to a template-node compilation TypeError." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern error are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility and Gemma4 device-map mismatch are distinct issues." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but the shapes and loading contexts differ; not the same underlying bug." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as a pydantic PretrainedConfig regression." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are separate feature/compatibility issues." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Torch-dynamo grouped_mm failure is unrelated to GPT-OSS MoE tensor-parallel behavior." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Different quantization/model-weight issues: int4 CUDA memory regression vs tied-weights translation-model bugs." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 streaming API failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument breakage is unrelated to the pydantic model-field regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GPT-OSS GGUF support request and Qwen3.5 streaming bug are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch version incompatibility are different classes of problems." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue is unrelated to a pydantic PretrainedConfig field problem." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and missing Float8 storage object are different runtime errors." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Different IndexError shapes and different loading paths; not a duplicate." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Siglip2 embedding quality issue and Siglip2 nonsensical outputs are related theme-wise but not clearly the same bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TF backend error is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Config unwrapping for multimodal Qwen models and uninitialized rotary embedding memory are different defects." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error and TRL embedding unpacking failure are not the same code-path problem." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Gemma3 image-preprocessor dtype mismatch and Qwen3.5 embedding unpacking failure are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and GLM5 are different model-specific reports." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to incorrect custom-module resolution under trust_remote_code/save_pretrained, consistent with the same dynamic-module cache collision bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization breakage and flash-attn fallback blocking are separate issues." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Mistral3 tied-weight bug is not the same as broader translation-model tied-weight regressions." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8 failure and flash-attn fallback blocking are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet and stays conservative. The only accepted soft-edge pair, issue:45632 with issue:45698, is a plausible same-bug grouping based on custom-module resolution/cache behavior, and the remaining verdicts are appropriately cautious given the heterogeneous titles and evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 3, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36331", + "issue:38175", + "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:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:45005", + "issue:45020", + "issue:45237", + "issue:45507", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:39692|issue:43054", + "issue:43828|issue:44928", + "issue:41628|issue:45800", + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:43950|issue:45902", + "issue:43866|issue:44403", + "issue:43054|issue:45701", + "issue:41553|issue:43883", + "issue:38175|issue:43054", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:43975|issue:45237", + "issue:43643|issue:45020", + "issue:44403|issue:44488", + "issue:41762|issue:42915", + "issue:42947|issue:43856", + "issue:43881|issue:43883", + "issue:45685|issue:45823" + ], + "prepared_review_unit_hash": "286ad67531c2ffba75edc3620bd3accff61f7726eaf642ec45419d445b1df593", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36681, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft edge looks like a true duplicate: the v5 non-persistent buffer corruption reports. Most other pairs share a broad subsystem or model family but describe different failures/symptoms, so they should stay separate.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43950 is the most precise, regression-focused report of the non-persistent buffer corruption problem and cleanly subsumes the similar v5 buffer-junk complaint in issue:44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest representative issue in this set because it names the concrete loader regression and the affected mechanism (non-persistent buffers) more clearly than the broader variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "Different bugs: Qwen3.5 PagedAttentionCache/linear_attention crash vs tied-weights behavior in translation models." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading mismatch is unrelated to tied-weights issues." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer ReLU discussion is not the same as a docs typo about a removed command." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is not the same underlying problem as translation-model tied weights." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different code paths and symptoms: TRL embedding unpacking vs GraniteMoE invalid method calls." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Unrelated documentation issues: cache-strategy typo vs stale run-command docs." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Incorrect detokenization and Qwen-3 NVFP4 runtime failure are different failures." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3 NVFP4 execution error is not the same as a GraniteMoE invalid-method bug." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 regression: non-persistent buffers being overwritten/corrupted during loading." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code is a different failure mode from buffer corruption." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs/example errors and degraded SigLIP2 text embeddings are related only by model family, not by the same bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different numerical issues: autocast dtype mismatch vs Qwen3.5 RLHF NaN/position_ids fallback problem." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Import failure for AutoImageProcessor is unrelated to a torch/transformers version incompatibility report." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer compute_loss signature mismatch is unrelated to Gemma3 loading under ZeRO-3." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes constructor incompatibility and missing Float8 storage are different breakages." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve buffers, but 45902 is a model-specific meta->to_empty materialization bug, not the same loader corruption regression." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted checkpoint loading and noisy loading output are not the same bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality is unrelated to tokenization changes across transformers versions." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad tokenizer error handling for Voxtral is unrelated to Molmo's missing all_tied_weights_keys attribute." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both concern SigLIP2, but one is zero probabilities and the other is lower text embeddings; too different to merge." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "FlashAttention illegal-memory-access on Qwen3.5 and CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are distinct issues." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError is unrelated to Qwen3_5Moe inv_freq initialization on meta->to_empty." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral tokenizer error messaging and glm-4v-9b loading failure are different model-specific problems." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing ineffectiveness and int4 quantization OOM are different training/memory problems." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "A performance/quality complaint about SigLIP2 is not clearly the same concrete bug as an HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise and a specific model failing to load are not the same issue." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "DeepSeek detokenization and AMD GPU support failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote-code field loss is only loosely related to a broad report that recent versions break remote_code models; not the same concrete bug." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Loading noise versus sleng-bert load failure are different symptoms and likely different causes." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 index error and Qwen3 MoE FP8 failure are unrelated model/runtime issues." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA gradient checkpointing ineffectiveness is not the same as Qwen3 MoE memory inefficiency." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v-9b loading failure and Molmo tied-weights attribute error are separate model bugs." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS int histogram limitation and Gemma4 device-mismatch during forward are different backend/model issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The single accepted edge (issue:43950 \u2194 issue:44534) is well supported by the nearly identical v5 non-persistent buffer corruption titles, and the other rejections are generally cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 4, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "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:43782|issue:44960", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:42491|issue:44368", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:43638|issue:45823", + "issue:42915|issue:45020", + "issue:43257|issue:43866", + "issue:43792|issue:44220", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:36331|issue:41093", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:42947|issue:45923", + "issue:43257|issue:45305", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:44530|issue:44863", + "issue:24643|issue:30064", + "issue:43366|issue:43828" + ], + "prepared_review_unit_hash": "8af1e1a5b6368bbca91f86b400a8bdb42496a8ee2c66940ed8f1f8780765254b", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 37050, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: it spans unrelated model-loading regressions, tokenizer/docs issues, DeepSpeed/PEFT training bugs, and one bitsandbytes compatibility problem. None of the soft pairs look like confident duplicates of the same underlying change or bug.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45020 is the broadest and most reusable report in the set, centered on recent-version breakage for `remote_code` models; it is the closest thing to an umbrella duplicate target, though the overall cluster is still mixed.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 has the clearest generalizable symptom statement and is the most plausible dedupe anchor among these mostly model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different failures: Qwen3VL `weight_only=True` loading error vs a generic GLM5 model/topic report; no shared concrete code path." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing a missing class is unrelated to the bitsandbytes `Int8Params` constructor incompatibility." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for a specific model is not the same bug as flash-attn fallback being blocked by other checks." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "`remote_code` regressions are broader, but this is not the same as a Gemma4 device-mapping forward mismatch." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "`TOKENIZER_MAPPING_NAMES` registration failure is a different failure mode from generic `remote_code` model breakage." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "These are separate LoRA/tie-word-embeddings reports with different model versions and symptoms." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi MoE is unrelated to Gemma4 device placement with `device_map=\"auto\"`." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crashing in tokenizer loading is unrelated to flash-attn fallback gating." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "A broad `remote_code` loading regression does not match the specific Kimi-K2.5 codec / warning regression." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "A key error while loading one model is not the same as flash-attn fallback checks blocking kernel selection." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they are not the same documentation bug unless they point to the exact same stale pages." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Untied `lm_head` weights in Mistral3 is a model-specific tying bug, not a non-persistent buffer corruption regression." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "DeepSpeed ZeRO-3 on a non-pretrained Bert model is unrelated to Gemma4 device mismatch during forward." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FP8 failure and generic `remote_code` breakage are distinct model/config paths." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is unrelated to an Ovis2 checkpoint corruption report." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper model runtime failure and `_torch_extract_fbank_features()` are not the same concrete bug." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Both involve `_is_hf_initialized`, but one is a bitsandbytes compatibility issue and the other is `init_empty_weights`; these are different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3 MoE FP8 training and bitsandbytes initialization incompatibility are unrelated regressions." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "A bad tokenizer error message for Voxtral is not the same as tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are weight-loading problems, but one is Qwen3-Next ZeRO-3 missing params and the other is Qwen3.5 language_model loading; too different to merge." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Trainer signature mismatch and mask/tensor shape mismatch are entirely different training errors." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "A unit-test loading failure for GLM-4.7-Flash is not the same as NemotronH checkpoint incompatibility." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Gradient NaNs from 3D position ids are unrelated to an `s_aux=None` crash in flash attention integration." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing being ineffective with LoRA is a different issue from a missing `supports_gradient_checkpointing` flag on a remote-code model." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention Qwen/DeepSpeed training, but one is weight conversion/loading and the other is GAS gradient averaging; distinct bugs." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes `_is_hf_initialized` incompatibility does not match a tokenizer `model_max_length` default issue." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "They share a similar mask-shape wording, but the reports are different instances and not clearly the same underlying tensor mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input regressions, but one targets specific models in v5.3.0 and the other is a Qwen3-vl-embedding StopIteration error; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "A bad Voxtral error message is unrelated to a separate model-loading failure for `cjvt/sleng-bert`." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3.5 PagedAttention cache crash and NemotronH checkpoint loading are different subsystems and symptoms." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training `'weight' must be 2-D` is unrelated to image processor handling of void segmentation maps." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF `gpt-oss` support and Phi-tiny-MoE autocast dtype mismatch are different features and failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 5, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "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:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "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:45685", + "issue:45823", + "issue:45834", + "issue:45902" + ], + "soft_pairs": [ + "issue:45325|issue:45902", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:44155|issue:45584", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:43824|issue:43957", + "issue:43366|issue:44589", + "issue:43550|issue:44910", + "issue:42915|issue:43957", + "issue:43645|issue:43646", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:43632|issue:45834", + "issue:38175|issue:43994", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:44877|issue:45030", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:41720|issue:42915", + "issue:42491|issue:43720", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:42915|issue:44756", + "issue:42491|issue:45276" + ], + "prepared_review_unit_hash": "963ce2826aa55552d46b4a62f93bf41f243db9b5ce48a99e0132a2ff17198225", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36680, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, with one clear duplicate family around the Transformers v5 non-persistent-buffer corruption regression. That subcluster centers more plausibly on issue 43950 than 43644 alone, so the issue-side canon should be phrased as a small duplicate family rather than a uniquely precise single representative.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43950 is the clearest anchor because it names the exact failure mode (`register_buffer(persistent=False)` corruption during `from_pretrained()`) and the Transformers 5.x regression; 43644 and 44534 read like shorter rephrasings of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the strongest single representative for the duplicate family because its title is the most explicit about the underlying regression mechanism, but 43644 is also a plausible canonical because it is similarly direct and 44534 is essentially a paraphrase.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different model families and failure modes: Qwen2.5-VL rope indexing vs Qwen3_5MoE rotary inv_freq after meta materialization." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same Gemma4 family, but different bugs: FSDP2 KeyError in attention vs device_map auto device mismatch during forward." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated topics: GGUF support for gpt-oss vs a sliding_window bug in Qwen3-MoE." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different products and code paths: AudioFlamingo3 batched inference leak vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Both are loading issues, but they concern unrelated models and regressions (non-persistent buffers vs Kosmos2.5 long OCR input)." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "No common underlying bug: Qwen3-vl-embedding video StopIteration vs an MPS histogram implementation error in MoE." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a missing class is a different problem from meta-device loading failures across some models." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Different feature/bug areas: gpt-oss GGUF support vs float8 storage lookup failure." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different failures and models: torch.compile/SDPA on Bamba vs Flash Attention illegal access on Qwen3.5." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3-MoE FP8 config failure and meta-device loading regressions are separate code paths." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": false, + "reason": "Closely related but not the same concrete bug: notebook-specific custom-model initialization vs general custom model initialization." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different symptoms and subsystems: video inference StopIteration vs TRL SFT embedding unpacking." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "No shared underlying change: 3d_parallel.py runtime failure vs GGUF architecture support request." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Qwen3-MoE FP8 loading failures." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer mapping constraints and Gemma4 PLE device placement are different issues." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different bug classes: video StopIteration vs mask shape mismatch IndexError." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag breakage is unrelated to Kosmos2.5 long OCR input indexing." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reports are not clearly the same concrete bug; one is zero probabilities, the other broader nonsensical outputs plus pipeline/AutoModel behavior." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Deepspeed ZeRO-3 index error on BertModel is unrelated to tokenizer mapping failures in add-new-model-like." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: ZeRO-3 empty-tensor IndexError vs tokenizer mapping validation behavior." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping validation is unrelated to mask/tensor shape mismatch." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both mention config validation, but they involve different models and likely different validation rules rather than the same regression." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Device-map/offload loading failure and Strix Halo mmap OOM are different problems." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are effectively the same regression reported twice: Transformers v5 fills non-persistent buffers with junk, with nearly identical wording and scope." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "SigLIP2 zero probabilities and SigLIP2 documentation example errors are related by model name but not clearly the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Qwen3-MoE FP8 config failure are separate failure modes." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA/Qwen3-MoE hf4.x vs hf5.x compatibility is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 discussion and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 issues, but one is ZeRO-3 weight loading while the other is incorrect save_pretrained key handling." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-load failures, but the titles point to different models and no shared concrete bug is established." + }, + { + "left": "issue:44910", + "right": "issue:44918", + "accept": false, + "reason": "Flash-Attention position_ids misinterpretation and TRL SFT embedding unpacking are different code-path problems." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge verdicts are generally conservative, but the top-level issue selection is a bit overstated. In the packet, issue 43950 is at least as strong a canonical candidate for the non-persistent-buffer regression: its title explicitly names `register_buffer(persistent=False)` and the same Transformers 5.x corruption behavior. From the metadata alone, 43644 is not clearly the \"most precise\" representative, and the cluster looks closer to a small duplicate family than a single isolated pair. I\u2019d accept if the canonical/best-issue rationale were toned down to reflect that ambiguity." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 6, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue: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:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050" + ], + "soft_pairs": [ + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:45488|issue:45812", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:39692|issue:43994", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:43856|issue:44387", + "issue:45362|issue:45406", + "issue:44960|issue:46050", + "issue:42491|issue:45292", + "issue:44910|issue:45588", + "issue:44164|issue:44291", + "issue:36010|issue:39404", + "issue:45276|issue:45335", + "issue:43425|issue:43957", + "issue:43404|issue:43454", + "issue:41720|issue:44155", + "issue:39692|issue:44960", + "issue:44402|issue:44488", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:43873|issue:44387", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:43957|issue:44756", + "issue:43854|issue:45216", + "issue:45276|issue:45292", + "issue:44164|issue:44756" + ], + "prepared_review_unit_hash": "4ce8ac05bf6a85e2cc1a5909ded3198b1e669d9b163d5e0e5ff0f134e3b3eac6", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38349, + "estimated_input_tokens": 9588, + "estimated_eval_tokens": 19432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue set with one clear duplicate-like pair around `resize_token_embeddings`; no pull requests to assess.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45812 is the broadest, clearest regression report: silent wrong-tokenization for all Granite models in v4\u2192v5, with multiple references and a concrete user-facing failure.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the strongest representative of the cluster because it is broad, high-impact, and crisply describes a concrete tokenizer regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different bugs: checkpoint resumption step math vs SGD optimizer arguments being ignored." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading failures, but for different models and different root causes." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE deepspeed/accelerate weight conversion issue is unrelated to GLM-4.7 loading in unit tests." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different tokenizer paths and different model families; not enough evidence of the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading-related, but the affected models and failure modes differ." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is junk-filled non-persistent buffers; the other is custom-model initialization in notebooks." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a broken docs example and the other is a model/pipeline inference regression." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both involve quantization/memory, but one is MoE training memory usage and the other is offloading behavior." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "LoRA compatibility on hf5.x and Qwen3-VL weight-shape mismatch are separate issues." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Related to memory and quantization, but not the same concrete failure." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Chat crash on Qwen3.5-35B and Gemma4Processor serve crash are different code paths and symptoms." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Both touch quantization/save-load, but they target different quantization schemes and distinct failure modes." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA model compatibility and resize_token_embeddings behavior are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both crash in flash-attention-related code, but the causes are different (position_ids packing vs s_aux=None handling)." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights argument handling are separate loader bugs." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper pipeline return_language regression are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Very similar symptom, but these are different model families and the evidence is insufficient to call them the same concrete bug." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading failures are different issues." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are lm_head tying problems, but they affect different architectures and do not clearly share one code path." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping assert and AudioFlamingo3 batched leakage are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Doc-example errors for SigLIP2 and GLM5 model loading are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both mention tokenizer/vocab issues, but they concern different models and different specific failures." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug and Qwen multimodal text_config unwrapping are different implementation problems." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are quantization/memory related, but one is offloading behavior and the other is reserved-memory/OOM regression." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights TypeError and mmap OOM avoidance are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError and Qwen3.5 MoE CPU-offload incompatibility are different issues." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched leakage and Gemma4 device mismatch are distinct bugs." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Gemma4 FSDP2 attention state handling are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantized model loading problems, but they involve different quantization formats and failure modes." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 quantization OOM regression and disabling mmap on Strix Halo are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage and mmap/OOM on Strix Halo are different problems." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Unit-test model loading failure for GLM-4.7 and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings regression: one report is Gemma4-specific, the other is the generic output_embeddings symptom." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling and mmap disabling for OOM are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The chosen canonical issue (45812) is well supported by the packet title and references, the summary matches the all-issue set, and the only accepted soft-edge pair (45276/45292) looks plausibly duplicate-like from the titles. No PRs are present to assess." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 7, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36032", + "issue:39404", + "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: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:45684", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43381|issue:44928", + "issue:42947|issue:43381", + "issue:45684|issue:45698", + "issue:44479|issue:44877", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:45292|issue:45335", + "issue:43425|issue:43828", + "issue:44402|issue:44451", + "issue:43257|issue:44863", + "issue:44683|issue:45823", + "issue:44589|issue:44756", + "issue:39404|issue:45701", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:43611|issue:43645", + "issue:43906|issue:44530", + "issue:44530|issue:45084", + "issue:39404|issue:44912", + "issue:43901|issue:44509", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:43425|issue:44918", + "issue:44589|issue:45084", + "issue:43299|issue:43931", + "issue:43596|issue:44683", + "issue:44164|issue:45759", + "issue:36032|issue:43452" + ], + "prepared_review_unit_hash": "c99b8293c613d0bb584788d7019177680ef32b1c5b5d7d19f20f8cf00497dbe3", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37127, + "estimated_input_tokens": 9282, + "estimated_eval_tokens": 18820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster: the only clear duplicate-like pair is the resize_token_embeddings regression (45292/45335). The remaining soft pairs share broad subsystems or model families, but not the same concrete bug.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45292 is the best canonical anchor because it states the general resize_token_embeddings failure, and 45335 reads as a narrower t5gemma manifestation of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the strongest global issue candidate in this set: it is specific enough to be actionable yet broad enough to subsume the paired t5gemma report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Both mention training stability, but one is a checkpointing/eval-mode limitation and the other is a NaN/SDPA-fallback regression." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Same broad area, but one is PEFT LoRA checkpointing ineffectiveness and the other is an eval-mode restriction." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Custom-model save/load is broad, but one is file permission propagation and the other is wrong module reloaded after save." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different bugs: video-input regression in Qwen VL models versus strict config blocking granite_speech loading." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different code paths: flash-attention crash on sink-less models versus Gemma4 FSDP2 shared_kv_states issue." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "One is custom model init in v5, the other is Trainer resume/max_steps calculation; unrelated bugs." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom model notebook init regression versus save/from_pretrained extra_state handling; not the same failure." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both are dtype-related, but one is autocast on Phi-tiny-MoE and the other is meta-device loading on different models." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings bug: the generic report and the t5gemma-specific report describe the same missing embedding update." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch-version incompatibility versus a model-specific autocast dtype mismatch; too general to be one bug." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch versus an unspecified ScandiBERT load failure; insufficient evidence they share the same root cause." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures: Qwen3 MoE conversion under accelerate/deepspeed versus NemotronH checkpoint loading." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device_map auto mismatch are unrelated failures." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error versus mmap/OOM on Strix Halo; unrelated bugs." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression versus a tokenizer-behavior change report; not the same issue." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Broad torch incompatibility versus a Gemma4 device placement bug; different concrete code paths." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility issue versus Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "base_model_prefix loading regression and custom model notebook initialization are different custom-model problems." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "A reproduction of another issue is not enough; the titles point to different runtime failures." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash versus a compile-time non-template-node TypeError; different bugs." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language pipeline regression versus MXFP4 quantization fallback; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but one is return_all_scores wording and the other is removed pipeline tasks." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/torch_compilable_check failure versus Perceiver non-default-resolution inference failure; different code paths." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Both are shape/regression reports, but one is Qwen VL video-input regression and the other is a generic mask/tensor indexing error." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Nonsensical Siglip2 outputs versus ModelOutput key assignment behavior; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Version incompatibility report versus Qwen3.5 TRL embedding unpacking failure; different concrete problems." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage issue and non-template-node compile error are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is accelerate/deepspeed conversion and the other is a checkpoint shape mismatch; not clearly the same bug." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel indexing failure versus torch>=2.9 flex_attention compilation failure." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and AutoModelForCausalLM text_config unwrapping are separate serialization/loading bugs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer special-token conflict and gguf_file loading failures are unrelated loading bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The only clearly duplicate-like pair identified, issue:45292 and issue:45335, is well supported by the titles as the generic and t5gemma-specific resize_token_embeddings reports. The remaining pairwise rejections are appropriately cautious and do not overstate shared root cause evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 8, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "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:44671|issue:44991", + "issue:43856|issue:44756", + "issue:44991|issue:45081", + "issue:32090|issue:39404", + "issue:44164|issue:44479", + "issue:44737|issue:45859", + "issue:43582|issue:43632", + "issue:44661|issue:44683", + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:43716|issue:45084", + "issue:40990|issue:43421", + "issue:44206|issue:44220", + "issue:36032|issue:42915", + "issue:43643|issue:44530", + "issue:43883|issue:44488", + "issue:34567|issue:40444", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:44811|issue:45584", + "issue:42915|issue:44530", + "issue:43644|issue:43646", + "issue:44464|issue:45987", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:36032|issue:43645", + "issue:44849|issue:45325", + "issue:45084|issue:45507", + "issue:44987|issue:44991", + "issue:43883|issue:44991", + "issue:43262|issue:43377" + ], + "prepared_review_unit_hash": "e430e954f4df4c873b35f325c63d01ec198111dfcc450fff21fa4242c22fdfab", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37541, + "estimated_input_tokens": 9386, + "estimated_eval_tokens": 19028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated Transformers issues, with a few broad v5 regression reports and several model-specific failures. None of the soft pairs look like the same concrete bug from titles alone, so all are rejected.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the cluster\u2019s main theme: Transformers 5.0.0 breaking custom model initialization. It best captures the general v5-regression flavor shared by several nearby reports, even though the set is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best single issue to anchor the cluster because it is broad, central to the v5 initialization/regression theme, and more representative than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Different products and failures: Whisper pipeline language return vs CamemBERT masked LM predictions." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading/prediction regressions, but one is CamemBERT MLM output and the other is tokenizer loading for a specific model; not the same bug." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory concerns, but one is Qwen3 MoE training efficiency and the other is mmap/OOM on Strix Halo; different causes and fixes." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading for EMBEDDIA/est-roberta is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper return_language pipeline failure are unrelated subsystems." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state handling is not the same as the Qwen video input regression." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are rotary/position-related, but one is XLNet CPU device placement and the other is Qwen3.5 MoE CPU offload compatibility." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag regression are different initialization bugs." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping registration failure is unrelated to compiled flex_attention on newer torch." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure for cjvt/sleng-bert is not the same as the Mistral regex patch backend_tokenizer crash." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading regressions, but they affect different models and different failure paths." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "base_model_prefix loading breakage and junk-filled non-persistent buffers are separate v5 regressions with different symptoms." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch for Mistral-3 is unrelated to template compilation errors." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b is not the same as runtime special-token post-processor update behavior." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "The titles point to different audio feature-extraction regressions: unsupported center arg vs _torch_extract_fbank_features issues." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are distinct errors." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache group-type crash on Qwen3.5." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys on MolmoForCausalLM is different from tokenizer loading failures." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and Qwen2.5-VL iterable dataset multi-image finetuning are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error for Mixtral is not the same as template compilation failure." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Two model-loading problems, but for different repos/models and different breakpoints; not a duplicate." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens handling and empty-transcription generation after align_special_tokens are related to Whisper, but they are different code paths and not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 training failure and Qwen3.5 PagedAttentionCache crash are separate Qwen-family issues." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is buffer initialization and the other is custom model initialization; not the same underlying issue." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation with compiled forward and StaticCache.get_seq_length returning a Tensor are different bugs." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "gguf_file support breakage and Qwen2.5-GGUF loading failure are related only by GGUF, not by the same failure mode." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map=auto dequantized offload failure is different from GGUF loading failure." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict is not the same as custom model initialization in notebooks." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope index scaling bug are different model-specific regressions." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error is unrelated to GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but they affect different models and likely different tokenizer/model initialization paths." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor sampling-rate default bug and MIMI encoder padding-mask bug are different issues in different subsystems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 9, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "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:43994", + "issue:44062", + "issue:44079", + "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:45020", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45663", + "issue:45987" + ], + "soft_pairs": [ + "issue:43089|issue:45987", + "issue:43645|issue:44534", + "issue:43404|issue:44466", + "issue:43646|issue:44534", + "issue:44403|issue:45081", + "issue:43322|issue:43540", + "issue:42915|issue:45084", + "issue:43994|issue:44610", + "issue:43377|issue:43819", + "issue:44220|issue:44683", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44265|issue:44610", + "issue:42915|issue:44291", + "issue:45216|issue:45357", + "issue:43632|issue:44756", + "issue:44062|issue:44987", + "issue:36032|issue:43742", + "issue:42915|issue:44589", + "issue:43296|issue:43531", + "issue:44479|issue:45325", + "issue:43404|issue:45127", + "issue:43531|issue:44877", + "issue:36032|issue:41720", + "issue:43425|issue:44403", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:43632|issue:44534", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:44683|issue:45020", + "issue:44079|issue:45663" + ], + "prepared_review_unit_hash": "0cc8d56cb7964531b2dc5116dc7fd5c806cbce0346a8a3586ef3615a3e20e3e4", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36688, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of Transformers v5/model-loading regressions. Only one pair looks like a true duplicate: the Qwen3.5 `save_pretrained` visual-encoder key regression. The rest are related in theme but hit different code paths or models.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45216 is the broader report of the Qwen3.5 `save_pretrained` regression, and issue:45357 is a narrower later report of the same incorrect visual-encoder key serialization.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the best representative because it clearly states the regression boundary and covers the underlying `save_pretrained` bug that the follow-up report repeats.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation overhead from per-token GPU syncs is unrelated to `StaticCache.get_seq_length()` returning the wrong type." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model initialization breakage is a different failure mode from non-persistent buffers being filled with junk." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both involve tied weights, but one is a load-time `lm_head` tying bug and the other is a save-serialization inconsistency." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization in v5 is not the same bug as non-persistent buffer corruption." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "General load-time noise/warnings are not the same underlying crash as the Mistral tokenizer regex patch failure." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next segmentation faults and Qwen3OmniMoe video ValueErrors are distinct multimodal bugs." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 config loading and template-node compilation failures are unrelated code paths." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 incorrect outputs and OmDet-Turbo image-size mismatch are different model/preprocessing issues." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI batching/padding-mask mismatch is unrelated to DAC `from_latents` vs forward-pass divergence." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank feature extraction and compiled flex_attention on torch>=2.9 are different failures." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Model load failure for ScandiBERT is not the same bug as the tokenizer backend patch crash." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Loading `physical-intelligence/fast` and patching Mistral tokenizer regex are separate regressions." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "`torch.export` with `torch_compilable_check` is unrelated to the OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both mention v5 loading problems, but FP8 config handling and `init_empty_weights` argument incompatibility are different bugs." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 `save_pretrained` regression; 45357 is a later, narrower restatement of the incorrect visual-encoder key saving bug." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "The `_is_hf_initialized` flag regression is unrelated to disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "`AddedToken(..., special=...)` argument conflicts are not the same as a model-loading failure for `physical-intelligence/fast`." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer `add_special_tokens` method/attribute conflict is unrelated to the MobileLLM key-error load failure." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config issues and missing `Float8_e4m3fnStorage` are different compatibility problems." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding-window behavior are separate bugs." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "The video-input regression in Qwen models is not the same as still-image temporal position-id scaling in `get_rope_index`." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Untied `lm_head` weights in Mistral3 are not the same as LoRA merge collapse after vocab extension." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and strict config rejection for `granite_speech` are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer load conflicts are unrelated to the Qwen3 auto-device-map CUDA assert." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility is broader version support, not the same as transformer-load noise." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image prompting failure is unrelated to Qwen2.5-VL rope-index temporal scaling." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "`base_model_prefix` loading breakage is a different code-path from non-persistent buffer corruption." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "The `_is_hf_initialized` regression and junk-filled buffers are distinct v5 issues." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure is unrelated to the missing float8 storage type." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper `batch_decode` skipping behavior are different bugs." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on new torch versions is not the same as broad `remote_code` loading regressions." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma-4 FSDP2 shared-kv-state rebuilding are unrelated implementation bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The Qwen3.5 `save_pretrained` pair is the only clearly supported duplicate, and the other soft-edge rejections stay within the evidence in the packet without overclaiming." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 10, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "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: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:45542", + "issue:45812", + "issue:45834", + "issue:45923" + ], + "soft_pairs": [ + "issue:42175|issue:45542", + "issue:44403|issue:44991", + "issue:41553|issue:43582", + "issue:33666|issue:40444", + "issue:43421|issue:44568", + "issue:43818|issue:45357", + "issue:44291|issue:44589", + "issue:44462|issue:45812", + "issue:35707|issue:40444", + "issue:43482|issue:45538", + "issue:43317|issue:43856", + "issue:43381|issue:45923", + "issue:44829|issue:45479", + "issue:43482|issue:43525", + "issue:44079|issue:44534", + "issue:43531|issue:44291", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:43749|issue:44079", + "issue:40444|issue:45381", + "issue:43644|issue:44079", + "issue:44265|issue:45072", + "issue:42175|issue:43296", + "issue:43632|issue:45072", + "issue:45325|issue:45381", + "issue:43792|issue:43957", + "issue:43611|issue:43646", + "issue:43994|issue:44898", + "issue:45325|issue:45834" + ], + "prepared_review_unit_hash": "41c8d117e73ab2825e997955b01f079f14e4ee9dc6c10e79ff265d217f18b962", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36555, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated issues. The only strong duplicate-like pair is the Qwen2.5-VL position-id regression pair; everything else is too broad or points to different code paths.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45325 is the clearest root-cause report: it names the specific Qwen2.5-VL `get_rope_index` position-id bug and is broad enough to cover the related video-position-id symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45325 is the best representative issue because it is specific, actionable, and appears to subsume the closest soft-match companion issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention backend/install behavior around TensorFlow, but one is about missing TF in a torch extra while the other is about tensorboard-only installs; different failures and fixes." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Both concern tokenizer/model loading, but one is about noisy loading logs and the other is a tokenizer failure for a specific model; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Completely different areas: tokenizer error messaging vs an Apple Silicon allocator TypeError." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL training issues, but one is multi-GPU training and the other is iterable-dataset multi-image finetuning; different concrete problems." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Shared theme of special tokens, but one is about runtime post-processor updates and the other is a tokenizer-specific add_special_tokens regression; not clearly the same code-path bug." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different models and failures: Video-LLaVA tower weights/temporal attention versus Qwen3.5 save_pretrained key handling." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are transformers v5 loading issues, but one is about `_is_hf_initialized` during init-empty-weights loading and the other is a float8 storage lookup error; distinct root causes." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both involve AutoTokenizer regressions, but one is about ignoring `tokenizer.json` and the other about wrong Granite token IDs; different behaviors and likely different fixes." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Unrelated generation bug versus a VL finetuning failure." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading under transformers v5 is unrelated to CLIPTokenizer max-length behavior." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "One is dequantized model offload loading, the other is MoE training memory usage; too far apart." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "One is eval-mode gradient checkpointing behavior, the other is a missing support flag on a trust_remote_code model; related area but different bug." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both can cause degenerate classification training, but the triggers are different: flash_attention_3 versus `num_labels=1`/problem_type handling." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and missing `pad_token_id` on Llama4Config are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different internal model behaviors: ModelOutput key assignment versus non-persistent buffer initialization." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM loading and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL multimodal issues, but one is multi-image dataset finetuning and the other is video vision-position-id handling; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "One is about junk-filled non-persistent buffers in v5, the other about `ModelOutput` key assignment; different code paths." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/compilable-check failure is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow backend packaging is unrelated to loading PaddleOCR-VL in vLLM." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "`_is_hf_initialized` regression and dtype mismatches are different issues." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both report Qwen2.5-VL position-id/rope-index regressions in transformers 5.3.0 and look like symptoms of the same underlying multimodal position-index bug." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device model loading breakage are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are transformers v5 regressions in model loading/init, but one is about `base_model_prefix` handling and the other about custom model initialization; too broad to treat as one bug." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model failures: SigLIP2 nonsense outputs versus Perceiver non-default-resolution failure." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different models and mechanisms: Qwen2.5-VL rope-index scaling versus Kosmos2.5 OCR long-input index error." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the packet supports the broad conclusion that most pairs are unrelated, and the only plausible mergeable duplicate-style match is the Qwen2.5-VL position-id/rope-index pair. The non-matching verdicts are generally conservative, and the chosen representative issue is reasonable 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": 18, + "review_unit_index": 11, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "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:43701", + "issue:43720", + "issue:43746", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:43296|issue:45800", + "issue:44479|issue:45823", + "issue:43701|issue:45325", + "issue:44291|issue:44877", + "issue:43606|issue:44265", + "issue:43881|issue:44488", + "issue:43262|issue:43746", + "issue:43873|issue:45701", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:44568|issue:45920", + "issue:35707|issue:41720", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:43377|issue:44610", + "issue:39692|issue:40444", + "issue:43317|issue:43873", + "issue:43454|issue:45072", + "issue:43572|issue:45759", + "issue:43257|issue:45923", + "issue:43377|issue:44898", + "issue:40990|issue:42947", + "issue:43322|issue:46050", + "issue:43526|issue:43883", + "issue:43454|issue:43720", + "issue:43296|issue:44877", + "issue:44466|issue:45357", + "issue:41720|issue:43322" + ], + "prepared_review_unit_hash": "1949eb950b5596658bb640a05e8702dded7fdba55383b3307e98c11d5dd96586", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37490, + "estimated_input_tokens": 9373, + "estimated_eval_tokens": 19002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a heterogeneous mix of unrelated model-loading, tokenizer, multimodal, and device/offload regressions. Only the offloading/quantization pair (43317 \u2194 43873) looks like a plausible duplicate; the rest are too model- or subsystem-specific to merge.", + "confidence": 0.42, + "canonical_issue_reason": "Issue 43873 is the broadest offloading/quantization regression and the clearest duplicate target, with the strongest overlap to 43317.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the most representative umbrella issue for the small offload/quantization subcluster and the best canonical choice among these candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both involve tied weights, but one is a runtime config/tie issue and the other is save_pretrained serialization inconsistency; related theme, not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different models and failure modes: FineGrainedFP8Config vs GGUF loading under v5." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure is unrelated to a torch 2.4.1 vs transformers 5.8 incompatibility report." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are model/runtime regressions, but one is a video-input bug and the other is a device_map forward mismatch on a different model family." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/temporal position indexing." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both concern loading/config behavior in v5, but the root causes are distinct: _is_hf_initialized argument handling vs strict Granite speech config parsing." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch for Bark is unrelated to torch.export failures caused by torch_compilable_check." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Generic loading failures, but for different models and no shared concrete code path." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate handling and PEFT checkpoint loading are separate bugs." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization regression is unrelated to tokenization version changes." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss is not the same as Whisper empty-transcription generation failure." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are different code paths." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different APIs and model groups; not the same bug." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation bug is unrelated to Qwen3 auto device mapping cuda asserts." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer batching/padding crash is unrelated to torch.export/export-time checks." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-related, but one is CPU offload/device mismatch and the other is DAC latent/STE behavior." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and failure modes, both around device placement but not the same bug." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied-weight generation/serialization bug is unrelated to Bamba SDPA/torch.compile failures." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Padding-mask inconsistency in MIMI and OmDet-Turbo input-size mismatch are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation example errors and multi-image finetuning failures are different issues." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": true, + "reason": "These describe the same offloading/quantization failure path: device_map auto loading of quantized/dequantized models does not work as expected." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Tied-weight handling is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx after v5 update is not the same as failing to unwrap text_config for composite multimodal configs." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Accelerate+deepspeed weight conversion failure is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Missing padding-mask support and non-default resolution interpolation are distinct issues." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression on gpt-oss is unrelated to gradient checkpointing with PEFT LoRA." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfault and sinq save/load quantization breakage are different failure modes." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "reduce_labels behavior in BeitImageProcessorFast is unrelated to Molmo tied-weights metadata missing." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision tied weights and BitNet packed-weight unpacking are separate bugs." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL loading failure and strict config rejection for granite_speech are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both mention save_pretrained serialization, but one is tied lm_head serialization and the other is incorrect visual encoder keys; not the same concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 device-map cuda assert and Llava Next segfault are different model-loading failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft-edge pair (43317 \u2194 43873) is well supported by the titles/body themes around quantized offloading/device_map, while the other rejections avoid overmerging more loosely related model- or subsystem-specific issues. Canonical choice of 43873 is reasonable as the broader umbrella issue." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 12, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "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:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "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" + ], + "soft_pairs": [ + "issue:43881|issue:44991", + "issue:43749|issue:44534", + "issue:41720|issue:44977", + "issue:42617|issue:42915", + "issue:44008|issue:45823", + "issue:40990|issue:45701", + "issue:43404|issue:45357", + "issue:43577|issue:43708", + "issue:44387|issue:45704", + "issue:44877|issue:44991", + "issue:44186|issue:45072", + "issue:36331|issue:42617", + "issue:36331|issue:42915", + "issue:43873|issue:44756", + "issue:43450|issue:45701", + "issue:43550|issue:43720", + "issue:44423|issue:45406", + "issue:45632|issue:45684", + "issue:41720|issue:42617", + "issue:44479|issue:44918", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:44610|issue:44898", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:41720|issue:45161", + "issue:44671|issue:44743", + "issue:43526|issue:43881", + "issue:43531|issue:43572", + "issue:36010|issue:42617", + "issue:45081|issue:45812" + ], + "prepared_review_unit_hash": "3e3ec6c7fb33027d26f21d8e7acd68d8650159c8821e2865343400b7039b7ced", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36553, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft-similarity matches are mostly false positives: they span different models, subsystems, and failure modes (loading, tokenization, quantization, trainer logic, multimodal processors). None of the candidate pairs looks like the same underlying bug or fix, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43873 is the broadest and most central runtime-loading/offloading regression in the set, with multiple references and active discussion, so it is the best issue to anchor this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most representative open issue here because it captures the widest cross-cutting theme (offloading/quantization/device placement) and has the strongest triage activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different problems: a model loading failure versus a tokenizer-loading regression for a specific repo." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Different symptoms and code paths: FSDP CPU RAM-efficient loading versus non-persistent buffer initialization." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different bugs: auto device mapping cuda assert versus flash-attention generation failure." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated failures: a 3d_parallel.py run issue versus a Qwen3-MoE FP8 config problem." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different models and root causes: Gemma3n forward variable collision versus Gemma4 device mismatch." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "One is a perplexity-quality anomaly, the other is a tokenization regression; not the same concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and fixes: Mistral3 weight tying versus Qwen3.5 save_pretrained key handling." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype propagation and Trainer resume/max_steps logic are separate layers of the stack." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both mention memory, but one is int4 quantization OOM and the other is an apex RMSNorm leak in T5." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejection for granite_speech is unrelated to EMBEDDIA tokenizer loading failure." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems: LayoutLMv2 tokenizer padding/NER crash versus dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "compute_loss signature regression is unrelated to the 3d_parallel.py failure." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API signature break and Qwen3-MoE FP8 loading issue do not share the same underlying fix." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Related broad area, but different concrete problems: quantization offloading behavior versus mmap OOM on Strix Halo." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape bug versus a tokenization-version regression are not the same issue." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA behavior and packed-weight unpacking during accelerate loading are separate bugs." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash from str.to versus Gemma4Processor missing _tokenizer are different failure modes." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code are unrelated to read-only permission propagation in save_pretrained." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime issues: Qwen3 auto device mapping assert versus GPT-OSS MoE tensor-parallel behavior." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression and TRL SFT embedding unpacking are distinct code paths." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is unrelated to OmDet processor/model resolution mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "torch.compile with SDPA and CPU offload device mismatch are different bugs." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both involve image sizing, but the OmDet processor resolution bug and Perceiver interpolate_pos_encoding failure are different model-specific issues." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3-MoE FP8 config failure and dequantized model offload loading failure are separate mechanisms." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer/image-handling regression is not the same as a general tokenization-version change." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT reduce_labels behavior and glm-4v-9b loading failure do not share a root cause." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug versus missing StableLmConfig pad_token_idx are separate issues." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Importing GenerationMixin and running 3d_parallel.py are unrelated failures." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral regex patch crash and Granite tokenizer wrong token IDs are different tokenizer 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": 18, + "review_unit_index": 13, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44077", + "issue:44186", + "issue:44361", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44625", + "issue:44898", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:43316|issue:44913", + "issue:43540|issue:43782", + "issue:42915|issue:43322", + "issue:44186|issue:44361", + "issue:43421|issue:45812", + "issue:43388|issue:45059", + "issue:29159|issue:36032", + "issue:45406|issue:45464", + "issue:30064|issue:34634", + "issue:33357|issue:35707", + "issue:43606|issue:43720", + "issue:43550|issue:43653", + "issue:41720|issue:43746", + "issue:43421|issue:45701", + "issue:43873|issue:45704", + "issue:44492|issue:44509", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:34634|issue:41720", + "issue:42490|issue:43329", + "issue:34567|issue:35707", + "issue:44514|issue:44545", + "issue:43421|issue:43927", + "issue:44625|issue:45479", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:44898|issue:45072", + "issue:44077|issue:44625", + "issue:43782|issue:45381" + ], + "prepared_review_unit_hash": "f531f911e3e4a564a53b302d5bed4d0332d86fbe0bf6ba6a47a0b56ff58b308b", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36513, + "estimated_input_tokens": 9129, + "estimated_eval_tokens": 18514 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated issue reports with only one clear duplicate pair: the two Qwen2_5_VLProcessor.apply_chat_template crashes. The rest are similar only at a broad subsystem/title level and should not be merged.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44545 is the clearest duplicate target for the Qwen2_5_VLProcessor.apply_chat_template padding=False crash and has slightly more references/activity than issue:44514.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the best representative issue because it matches the exact duplicate report and appears to be the more central discussion thread for that bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but one is Gemma3TextConfig API drift and the other is GPTNeoX rotary_pct reload behavior; different bugs and fixes." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different Qwen multimodal loading failures with different models and error paths; not the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Unrelated problems: FP8 config failure vs Llava Next segmentation fault." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both tokenizer issues, but different models and failure modes (NER/padding crash vs AttributeError on tasks)." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime post-processor update bug is distinct from Granite tokenizer ID regression." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Training metric gathering bug is unrelated to SAM3 text/bbox behavior." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is a different problem from T5 tokenizer load-time method conflict." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different runtime components and failures: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming inference failure." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor segmentation-map handling is unrelated to BarkProcessor voice_preset." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading/offload-adjacent, but one is CPU offload device mismatch and the other is packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems: torch.compile/SDPA model failure vs tokenizer special-token registration." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device mapping CUDA assert is unrelated to PEFT checkpoint loading." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Both touch tokenizer behavior, but one is runtime special-token updates and the other is a broad version regression; not clearly the same bug." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and T5 RMSNorm memory leak are different code-path problems." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo fix is not the same as stale docs for removed pipeline tasks." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Device mismatch during CPU offload is unrelated to BigBirdTokenizer special-token decoding." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is distinct from from_config text_config unwrapping for Qwen multimodal configs." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice preset and Qwen3 auto device mapping failures are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash path import warning is unrelated to multimodal token counting video-branch undefined names." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token accounting and progressive generation are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These are the same crash report: Qwen2_5_VLProcessor.apply_chat_template fails on batched input when padding=False." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Special-token post-processor updating is different from DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and single-label zero-loss classification are related to classification configs, but not the same concrete bug or fix." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they affect different models and likely different failure causes." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window and Float8 storage lookup errors are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver positional interpolation and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different issues." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Optional post_init policy and num_labels propagation are not the same bug." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL video vision_position_ids mismatch are different multimodal failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the duplicate pair between issue:44514 and issue:44545 is clearly supported by identical titles and the reference counts lean slightly toward 44545. The remaining soft-edge verdicts are appropriately conservative and do not overclaim equivalence from broad subsystem similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 14, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43618", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44610", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45357", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:44987|issue:45042", + "issue:45759|issue:45859", + "issue:44062|issue:44451", + "issue:44368|issue:45357", + "issue:45588|issue:45759", + "issue:44918|issue:44936", + "issue:45704|issue:45923", + "issue:39692|issue:44610", + "issue:43746|issue:46050", + "issue:43421|issue:43653", + "issue:45663|issue:45923", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:43531|issue:43645", + "issue:43421|issue:44186", + "issue:45704|issue:45859", + "issue:43994|issue:44671", + "issue:41720|issue:45704", + "issue:43596|issue:44220", + "issue:45081|issue:45356", + "issue:43746|issue:43873", + "issue:39692|issue:43873", + "issue:40444|issue:43746", + "issue:45356|issue:45907", + "issue:30064|issue:36010", + "issue:44220|issue:44661", + "issue:43720|issue:43819", + "issue:43540|issue:44008", + "issue:43653|issue:43720", + "issue:43618|issue:43697", + "issue:45183|issue:45479" + ], + "prepared_review_unit_hash": "a41d7707c9bbd4c36be27a23db360b8efed0b16fd000fc6f7d3254b6bdfe1647", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37514, + "estimated_input_tokens": 9379, + "estimated_eval_tokens": 19014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs are mostly title-similar but describe different bugs, models, or code paths. I do not see a defensible canonical issue/PR for deduplication here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: loading `physical-intelligence/fast` vs PIL image processors requiring torchvision." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen 3.5/3.6, but one is `from_config` text_config unwrapping and the other is CPU-offload rotary embedding support." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer constructor argument bug vs a model load failure for `vesteinn/ScandiBERT`; unrelated root causes." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Warning about `tie_word_embeddings` is unrelated to incorrect visual encoder key saving." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash is a different code path from Qwen multimodal config handling." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT embedding unpacking bug vs `trainer.evaluate()` failing after `trainer.train()`; not the same issue." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Apex RMSNorm memory leak is unrelated to a missing `supports_gradient_checkpointing` flag." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-model issues, but one is a broken SigLIP2 docs example and the other is an OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local PEFT checkpoint loading vs quantized save/load corruption; different subsystems and fixes." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both touch tokenizer special tokens, but one is runtime post-processor updating and the other is BigBird mask token registration." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 shared KV-state bug is unrelated to a missing gradient-checkpointing capability flag." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline/tokenizer loading, but one is cache loading and the other is an unconditional `model_info()` call in `_patch_mistral_regex`." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction vs abnormal gradient growth under ZeRO-3; different problems." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to Jupyter notebook custom-model initialization." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token post-processor update bug vs LayoutLMv2 NER/padding crash; not the same code path." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "RMSNorm memory leak and CPU-offload rotary embedding are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 pipeline/model regression vs CamemBERT masked-LM prediction regression; different models and failure modes." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert is unrelated to T5/apex RMSNorm memory leak." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel indexing error vs `_torch_extract_fbank_features()` issue; unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regex/codec behavior, but one is a crash on `backend_tokenizer` access and the other is a Kimi tokenizer regression with misleading warnings." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT checkpoint loading and quantization offloading are different bug classes." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs/model mismatch is unrelated to quantization offloading behavior." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "IterableDataset multi-image fine-tuning failure is unrelated to GraniteSpeech local checkpoint loading." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer codec regression vs `list_repo_files` missing `revision` forwarding in CI; unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation map processing and `GenerationMixin` import failure are completely unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank extraction bug vs `add-new-model-like` mapping failure; different areas." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading bug vs DAC latent forward mismatch; not the same defect." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation error vs Gemma 3n variable-name collision; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token registration and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression vs RTDetrV2 output differences; different models and code paths." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messaging vs degenerate zero-loss classification behavior; 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": 18, + "review_unit_index": 15, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43716", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032" + ], + "soft_pairs": [ + "issue:43550|issue:45072", + "issue:43388|issue:46032", + "issue:43716|issue:44008", + "issue:43550|issue:43819", + "issue:43295|issue:45834", + "issue:44062|issue:44488", + "issue:43335|issue:43756", + "issue:43322|issue:45685", + "issue:43950|issue:45987", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:44843|issue:45081", + "issue:43643|issue:44877", + "issue:43540|issue:45381", + "issue:44448|issue:44671", + "issue:30064|issue:36331", + "issue:43577|issue:43818", + "issue:43782|issue:44977", + "issue:44821|issue:45084", + "issue:43421|issue:44811", + "issue:41720|issue:44991", + "issue:39692|issue:45834", + "issue:45584|issue:45834", + "issue:44561|issue:45020", + "issue:43644|issue:43749", + "issue:44186|issue:44442" + ], + "prepared_review_unit_hash": "61669612929705b057dab6433502b671f171fabf16097316c802dc2917a5c8cc", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36049, + "estimated_input_tokens": 9013, + "estimated_eval_tokens": 18282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: the soft-similarity pairs span unrelated regressions across tokenizers, vision models, MoE/cache behavior, config loading, and training utilities. I reject all soft edges as non-duplicates. If a representative issue must be chosen, I\u2019d use a broad, well-scoped regression report rather than any of the model-specific bugs.", + "confidence": 0.92, + "canonical_issue_reason": "No strong canonical issue exists because the cluster is not a true duplicate set. If forced to pick a representative, issue:43950 is the cleanest standalone regression report (specific transformers 5.x non-persistent buffer corruption) and is more structurally useful than the model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best overall anchor only as a representative regression bug: it is concrete, reproducible, and broadly relevant. It is not actually a duplicate of the other items, so this is a triage convenience choice, not a merge judgment.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different models and failures: Bamba torch.compile/SDPA vs SwitchTransformers/TimmWrapper bfloat16 dtype mismatch." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different code paths: gather_for_metrics last-batch label trimming vs Mamba2Mixer use_cache correctness." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different model bugs: Mistral image preprocessor dtype mismatch vs Gemma3n variable-name collision in forward()." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different issues entirely: torch.compile/SDPA on Bamba vs DAC.from_latents vs forward-pass mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Different products and symptoms: processor.tokenizer/images regression vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer bugs: AddedToken special-kw conflict vs failure to load a specific tokenizer model." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different architecture bugs: sparse-layer creation in SwitchTransformers vs Smollm3 RoPE layer dropping." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Different runtime failures: Llava Next load segfault vs MPS histogram not implemented for Int." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Different regressions: non-persistent buffer corruption vs StaticCache.get_seq_length return-type contract." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different subsystems: LayoutLMv2Tokenizer NER/padding crash vs Perceiver non-default-resolution image classification." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Unrelated bugs: BigBirdTokenizer special-token decode issue vs DAC latent conversion mismatch." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Different paths: Qwen3-MoE sliding_window behavior vs trust_remote_code AutoConfig missing fields." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch Mistral regex handling, but one is an offline model_info call and the other is a tokenizer attribute crash; not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading problems, but one is missing fields with trust_remote_code and the other is strict config rejection for granite_speech." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Same broad family (Qwen multimodal video), but different models and distinct defects: video input ValueError vs vision_position_ids mismatch." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model behavior regressions: Pegasus v4/v5 output differences vs CamemBERT masked LM predictions." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Completely unrelated: image processor void segmentation maps vs CustomTrainer.compute_loss unexpected kwarg." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different bugs: Blip2 dtype propagation vs Video-LLaVA temporal attention/weight-sharing issue." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen issues: weight_only loading error vs flash-attention generation failure." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Different areas: AutoImageProcessor URL loading vs template-node compilation TypeError." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both involve tokenizers/processing, but one is post-processor updates for special tokens and the other is Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different failures: Qwen3 auto device-mapping cuda assert vs tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Different bug classes: documentation/example errors for SigLIP2 vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Different models and symptoms: Whisper empty transcription after align_special_tokens vs Kosmos2.5 long-input index error." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Related only at a very high level (remote_code regressions), but not the same concrete code-path or fix." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Different regressions: corrupted non-persistent buffers vs FSDP_CPU_RAM_EFFICIENT_LOADING broken." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer bugs: LayoutLMv2 NER/padding crash vs AutoTokenizer failing to load a specific tokenizer class." + } + ] + }, + "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": 18, + "review_unit_index": 16, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44554", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45834" + ], + "soft_pairs": [ + "issue:43577|issue:43582", + "issue:44485|issue:44509", + "issue:44479|issue:45834", + "issue:43606|issue:45072", + "issue:43825|issue:43994", + "issue:44805|issue:44936", + "issue:34634|issue:36010", + "issue:43825|issue:43827", + "issue:44671|issue:45701", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:43782|issue:45325", + "issue:42175|issue:45081", + "issue:43582|issue:44857", + "issue:43749|issue:44291", + "issue:45081|issue:45406", + "issue:43650|issue:43906", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:44060|issue:44368", + "issue:34634|issue:36331", + "issue:45084|issue:45538", + "issue:43653|issue:44912", + "issue:43742|issue:45020", + "issue:43526|issue:44554", + "issue:43329|issue:45600" + ], + "prepared_review_unit_hash": "73f2ea53d6f76650fcd3723334a4497ed8bb5cdb6fe158222d37c9477e1fae31", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35507, + "estimated_input_tokens": 8877, + "estimated_eval_tokens": 18010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are thematically related but do not describe the same underlying bug or change, so all should be rejected. No PRs are present in the set.", + "confidence": 0.73, + "canonical_issue_reason": "There is no single true duplicate cluster here; if one issue must serve as an anchor, issue:43825 is the clearest concrete, self-contained report and the best representative of a narrow bug subtheme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43825 is the most actionable and specifically scoped issue in the bundle, with a clear user-facing failure mode and a nearby documentation follow-up (43827) that is related but not the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different failure modes: Blip2 dtype persistence vs AppleSilicon warmup TypeError; unrelated code paths." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "One is a RoPE implementation discussion, the other is docs still mentioning removed pipelines; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both involve video/vision input, but the affected models and root causes differ: v5.3.0 video regression vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different model-specific issues: Bark CPU offload device mismatch vs dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error message text about translation support is unrelated to SigLIP2 producing bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "A generic mask shape IndexError is not the same as trainer.evaluate() failing after train(); different subsystems and symptoms." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset failing is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is a runtime error message bug; the other is documentation drift. Related area, but not the same underlying bug." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regressions and general tokenization changes are different problems." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Added-token spacing bug is not the same as slow/fast tokenizer inconsistency; one is a specific behavior, the other is broader parity." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo image-size mismatch and dtype mismatches in other models are distinct failures." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unloading during accelerate loading is a different loading bug than the bfloat16 dtype mismatch." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL RoPE index scaling are separate model-specific issues." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Package backend installation issue and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon warmup TypeError is unrelated to float16 AMP crashes in LwDetrImageLoss." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument handling are different loading paths with different bugs." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Tokenizer regex patch crash and Gemma4Processor missing _tokenizer in serve are separate processor/tokenizer issues." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "These titles do not describe the same bug at all; one is non-informative, the other is an isolated reproduction of another issue." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio sampling-rate defaulting in chat templates and DAC.from_latents mismatch are unrelated audio-model behaviors." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "reduce_labels returning one label and RTDetrV2 output differences are different bugs in different model components." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Incorrect tied-weights warning across layers is not the same as a LoRA fine-tuning warning about tie_word_embeddings." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer max_length behavior are different tokenizer/template issues." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are distinct bugs." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Loading MobileLLM-125M key error and remote_code regressions are not the same underlying problem." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Different symptoms and scopes: label reduction bug vs MPS attention correctness issue." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "A video multimodal token-count bug and stale auto_mappings references are unrelated CI/code-maintenance 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": 18, + "review_unit_index": 17, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45488", + "issue:45759", + "issue:45803", + "issue:45859" + ], + "soft_pairs": [ + "issue:44589|issue:45042", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:45459|issue:45803", + "issue:44387|issue:44617", + "issue:43746|issue:44811", + "issue:36010|issue:43645", + "issue:43550|issue:44912", + "issue:43819|issue:43927", + "issue:39692|issue:44912", + "issue:43854|issue:44977", + "issue:43257|issue:43329", + "issue:43454|issue:43577", + "issue:43720|issue:44610", + "issue:38175|issue:44610", + "issue:43531|issue:45042", + "issue:36010|issue:36331", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:43329|issue:44479", + "issue:42490|issue:43257", + "issue:43643|issue:45759", + "issue:43749|issue:44756", + "issue:43606|issue:45859", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:44568|issue:45356", + "issue:43257|issue:43931", + "issue:44568|issue:45488" + ], + "prepared_review_unit_hash": "6ffbe8bedea9062ae6719439359bf0e02b35fc115df549c96e07939e870ed97a", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36152, + "estimated_input_tokens": 9038, + "estimated_eval_tokens": 18332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated standalone bugs. The only clear duplicate-style match is the Qwen/VLM video regression pair (issue:43329 and issue:44479), which appears to be the same broken video code path. No PRs were provided.", + "confidence": 0.67, + "canonical_issue_reason": "issue:44479 is the broader umbrella report for the same video-input regression across multiple Qwen VL variants, so it best represents the duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best overall issue candidate because it describes the shared regression most broadly and is the most representative of the accepted duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different problems: Float8 storage lookup versus PIL image processor torchvision dependency." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training failures: deepspeed zero3/Bert indexing versus trainer.evaluate() after train()." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Different loading bugs: gguf_file handling versus tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they affect different code paths and error surfaces." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is int4 quantization memory pressure and the other is Sam3Video runtime OOM." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different models/features: local PEFT checkpoint loading versus Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "One is a GenerationMixin import error; the other is custom model init behavior in Jupyter notebooks." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different code paths: torch.compile with SDPA in Bamba versus MXFP4 loading fallback in gpt-oss." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs: DAC forward/from_latents mismatch versus DiaConfig token ID persistence." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Unrelated: SigLIP2 docs/model example errors versus gpt-oss quantization fallback." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific inference failures with no clear shared underlying code defect." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different subsystems: Qwen3-MoE loading/conversion versus multimodal token counting in video branches." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different model load issues: weight tying bug versus dtype propagation bug." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different failure modes: packed weight unpacking during accelerate loading versus processor image-size mismatch." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated model behavior: zero probabilities versus processor output shape/size mismatch." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Different issues in different areas: Qwen3-MoE sliding window versus image processor torchvision dependency." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Both are trainer/import-related, but one is an import error and the other is a custom compute_loss signature change." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different problems: Qwen3-MoE loading/conversion versus CUDA OOM for GPT-oss-20b." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Different audio-processing bugs: apply_chat_template sample rate versus batch_decode special-token handling." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Same underlying video-input regression in Qwen/VLM video handling; 43329 pinpoints the broken video token-counting branch and 44479 reports the broader regression." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Unrelated: local-path import warning versus Qwen3-MoE loading/conversion." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both concern config/model loading, but they are different APIs and different composite-model issues." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Different memory/loading problems: FSDP CPU RAM efficient loading versus mmap on Strix Halo." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU offload, but they affect different models and different execution paths." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both touch video processors, but one is token counting and the other is batched output shape." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Completely different: TrainerState token counting versus GPT-oss perplexity on WikiText-2." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and different root causes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays cautious overall. The accepted duplicate pair (issue:43329, issue:44479) is plausibly the same Qwen/VLM video regression based on the titles, and the rejected soft pairs are mostly conservative distinctions between different subsystems or failure modes. No PRs were present, which is correctly noted." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 18, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44821", + "issue:44849", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45538", + "issue:45588", + "issue:45701", + "issue:45907", + "issue:45987" + ], + "soft_pairs": [ + "issue:44849|issue:45701", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:42915|issue:43742", + "issue:43452|issue:43582", + "issue:44987|issue:45538", + "issue:43697|issue:45357", + "issue:42915|issue:45538", + "issue:41720|issue:43540", + "issue:43927|issue:44912", + "issue:44479|issue:45381", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:43317|issue:45538", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:43577|issue:45072", + "issue:43257|issue:43756", + "issue:44062|issue:44991", + "issue:44987|issue:45907", + "issue:45137|issue:45405", + "issue:43742|issue:44291", + "issue:42175|issue:44488", + "issue:24643|issue:29159", + "issue:28282|issue:34689", + "issue:44737|issue:45588", + "issue:42175|issue:44938", + "issue:43906|issue:45381", + "issue:43404|issue:45987", + "issue:43582|issue:43782", + "issue:42915|issue:43749", + "issue:28282|issue:29127" + ], + "prepared_review_unit_hash": "7362485cb338b1e6ea6901f35bc30972965b45337e6c02ade5c928c639f7611a", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37537, + "estimated_input_tokens": 9385, + "estimated_eval_tokens": 19026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformer issues that only share superficial wording. The only strong duplicate-like pair is the Qwen video-input regression reports; the rest should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44479 is the broadest/root report for the Qwen video-input regression, spanning multiple affected Qwen VL variants; issue:45381 is a narrower instance of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 best captures the underlying bug because it describes the regression at the right scope and covers the shared code path behind the narrower reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different bugs: Qwen3.5 hidden-states output vs a generic tokenization-change report." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated subsystems: init_empty_weights loading error vs PIL backend requiring torchvision." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different models and failures: Qwen3Moe FP8 loading vs AutoImageProcessor URL loading." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer consistency issue vs TrainerState token-count tracking; no shared code-path bug." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different loading failures: FineGrainedFP8Config on Qwen3Moe vs MobileLLM key error." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading breakage vs AppleSilicon allocator warmup TypeError; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model-loading regression vs CLIPTokenizer max_length constant; not the same bug." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different issues: RTDetrV2 output mismatch vs save_pretrained key serialization bug." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading vs tokenizer max_length behavior; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "CUDA assert during auto device mapping vs video-input processing ValueError; different failure modes." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token IDs bug vs quantization fallback issue; not duplicates." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen video-input regression; 45381 is a narrower report of the broader 44479 bug." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error vs TrainerState token counting; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Dependency/backend packaging issue vs missing export for Qwen2.5-VL class; different problems." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload dequantization failure vs tokenizer max-length bug; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Different Qwen issues: generic video-processing ValueError vs specific video position-id regression." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related but on different Qwen models and different concrete errors." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Different model-loading dtype issues; no evidence of the same code-path." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE loading/accelerate issue vs Smollm3 RoPE-layer mismatch; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken constructor error vs tokenizer loading failure for a specific model; different root causes." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Loading a specific model vs a Hub API argument-forwarding bug; not the same bug." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error vs package version bump for PEFT; unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error vs init_empty_weights argument mismatch; different loading paths." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend packaging issue vs model loading failure for a specific model; unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training runtime error vs tokenizer slow/fast inconsistency; not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Generic PyTorch ImportError vs Llama 3.2 vision model loading regression; different causes." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU device placement bug vs flash_attention crash on sink-less models; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend dependency issue vs Python 3.14 load failure; no shared root cause." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Isolated reproduction of a different issue vs Qwen video-input regression; unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 lm_head tying bug vs StaticCache return-type bug; different code paths." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "AppleSilicon warmup TypeError vs Qwen3VL weight_only loading error; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8 loading vs FSDP CPU RAM efficient loading regression; distinct issues." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import error vs LayoutLMv3 box-clarity error; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet. The only clearly supported duplicate-like pair is issue:44479 and issue:45381, and the rest of the soft-edge rejections stay conservative rather than overclaiming duplicates. I don\u2019t see any unsupported mergeability claim or evidence inflation." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 19, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41762", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:46121" + ], + "soft_pairs": [ + "issue:38175|issue:44898", + "issue:43540|issue:45823", + "issue:44291|issue:44821", + "issue:43526|issue:45479", + "issue:43493|issue:43994", + "issue:43756|issue:45325", + "issue:34567|issue:36331", + "issue:44913|issue:46121", + "issue:44062|issue:45081", + "issue:44792|issue:44964", + "issue:45042|issue:45081", + "issue:45357|issue:45920", + "issue:43452|issue:44488", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:43643|issue:45375", + "issue:45405|issue:45600", + "issue:43697|issue:45216", + "issue:43720|issue:44898", + "issue:44625|issue:44877", + "issue:41762|issue:44936", + "issue:24643|issue:29127", + "issue:44514|issue:45381", + "issue:43452|issue:43577", + "issue:43688|issue:43749", + "issue:43452|issue:44843", + "issue:44514|issue:45290" + ], + "prepared_review_unit_hash": "a6fed4442c3661eaf9ee5c3b002e138608aab0f14dd502adc63365864f6b6c6c", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36217, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate; most are broad same-subshell similarities, but the concrete bugs and code paths differ. The strongest standalone issue is the open multi-model tokenizer regression (#45920).", + "confidence": 0.86, + "canonical_issue_reason": "#45920 is the broadest, most actionable report: it spans multiple models, has active discussion/inbound refs, and describes a concrete regression in token ID generation.", + "canonical_pr_reason": null, + "best_issue_reason": "#45920 has the widest blast radius and clearest user impact among the issues here, so it is the best representative issue to keep.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-model failures, but they involve different models and different failure modes (SigLIP2 zero probabilities vs Perceiver non-default resolution handling)." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Completely different model families and bugs: Qwen3OmniMoe video processing versus Gemma4 device placement during forward." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated loading paths and symptoms: init_empty_weights/_is_hf_initialized handling versus AutoImageProcessor URL loading." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Different bug classes: BeitImageProcessorFast label reduction versus sequence-classification loss behavior with num_labels=1." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but not clearly the same code-path; one is an HF-vs-JAX implementation discrepancy, the other is an AutoModel/pipeline output issue." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE, but they are different models and different logic (Smollm3 layer coverage versus Qwen2.5-VL temporal position scaling)." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Different trainer regressions: token accounting not updating versus a custom compute_loss signature mismatch." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch RoPE config handling, but one is config reload persistence and the other is a type error in validation input parsing." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related errors, but the concrete failures differ: AddedToken argument duplication versus a Mistral regex patch/backend tokenizer crash." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model loading/test failures with no shared concrete code path." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression versus a tokenizer regex patch crash; unrelated subsystems." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both are regressions, but one is save_pretrained serialization for Qwen3.5 and the other is wrong token IDs from AutoTokenizer across models." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading issues, but one is about gguf_file/AutoModel loading and the other is a specific model that fails to load; not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different failures and likely unrelated root causes: MobileLLM key error versus missing Float8 storage object." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated features: Qwen3-MoE sliding window behavior versus AutoImageProcessor URL loading." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both concern missing config fields, but the mechanisms differ: trust_remote_code AutoConfig return shape versus strict-dropping a Qwen vision config field." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is a version requirement bump, the other is stale auto_mappings references breaking CI; unrelated changes." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions in different areas: RTDetrV2 output drift versus Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver resolution handling are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but one is num_labels propagation and the other is strict config preventing granite_speech loading." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer/loading failures: DeepSpeed ZeRO-3 model loading versus evaluate() breaking after train()." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Completely unrelated issues: DeepSpeed training runtime error versus LayoutLMv3 box-validation message clarity." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, but different bugs and code paths: chat template batching versus video vision_position_ids computation." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Different loading bugs: gguf_file integration versus Blip2 dtype propagation." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Different subsystems: auxiliary-loss normalization versus FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both affect model/tokenizer loading, but one is gguf_file support and the other is an offline-mode Mistral regex patch bug." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat/template issues, but one is batched Qwen2.5-VL processing and the other is assistant tool-call handling with no content." + } + ] + }, + "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": 18, + "review_unit_index": 20, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43295", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45356", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46050" + ], + "soft_pairs": [ + "issue:44493|issue:46050", + "issue:44936|issue:45823", + "issue:44484|issue:44704", + "issue:30064|issue:33666", + "issue:44466|issue:45005", + "issue:43819|issue:44811", + "issue:43295|issue:45356", + "issue:44464|issue:44743", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:41720|issue:43906", + "issue:38175|issue:43295", + "issue:28282|issue:35141", + "issue:43577|issue:43697", + "issue:43653|issue:44568", + "issue:45491|issue:46002", + "issue:43688|issue:45440", + "issue:43688|issue:45704", + "issue:44843|issue:44991", + "issue:43643|issue:44561", + "issue:43646|issue:43749", + "issue:43531|issue:43742", + "issue:43688|issue:45701", + "issue:29159|issue:33357", + "issue:43653|issue:43927", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:43577|issue:45588" + ], + "prepared_review_unit_hash": "252f49c69db94a8d62d564a43c524ff2f815bf1f762f71cfdfe4d1f3e409f361", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36709, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a collection of largely unrelated Transformers bug reports. The soft pairs share broad themes, but none look like the same concrete defect or change, so I rejected all of them.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43749 is the strongest representative: it describes a broad, high-impact regression in a core loading path with clear user-facing consequences and substantial discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 stands out as the most representative issue because it is a clearly described regression affecting a widely used feature and appears more central than the more narrowly scoped reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Both involve model parameter/key anomalies, but one is about unexpected position-id keys while the other is NaNs after checkout/init; different failure modes and likely different root causes." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer evaluate-after-train and Gemma4 device-mismatch are unrelated code paths; they do not describe the same bug." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "One is about the default 50GB shard size, the other about kwargs not reaching cached_file in AutoProcessor; different API concerns." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Image processor void segmentation maps and Qwen2-VL multi-GPU training are unrelated issues." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is a device-dependent serialization bug for lm_head.weight and the other is a v5 translation-model tied-weights issue; not the same concrete defect." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC from_latents/forward mismatch with missing STE is unrelated to Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/processor regressions, but one is a processor.tokenizer API break and the other is a Kimi-K2.5 codec/mistral-regex regression." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3 recurrent-state reset with cache are different generation/cache bugs." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MLukeTokenizer AttributeError are different tokenizer failures." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "These are separate tokenizer-loading problems for different tokenizer classes and different errors." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch import missing and Trainer _gpu_broadcast_one NoneType are unrelated setup/runtime failures." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch and MacOS bus error on a CLIP model are distinct problems." + }, + { + "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 bug." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and a processor.tokenizer regression are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "PyTorch import error and embedding reinitialization in post_init are different code paths." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype loading and RTDetrV2 output divergence are unrelated model-specific bugs." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer special-token complaints, but they affect different tokenizers and different behaviors." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 NaN embeddings from sliding-window attention and NaNs in classification heads after checkout/init are not the same defect." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models and DeepseekV3MoE divergence from remote implementation are different model issues." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss normalization is unrelated to T5/apex FusedRMSNorm memory leak." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline-mode model_info() call in Mistral regex patch and tokenizer loading failure for EMBEDDIA/est-roberta are different regressions." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Missing fields from AutoConfig with trust_remote_code and removal of is_torch_fx_available breaking trust_remote_code are separate compatibility issues." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage in v5 and FSDP_CPU_RAM_EFFICIENT_LOADING broken are both v5-related, but they target different loading pathways and symptoms." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and loading facebook/MobileLLM-125M key error are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and version-dependent tokenization are not the same issue." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow vs fast tokenizer inconsistency and a MacOS bus error on CLIP are different problems." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DiaConfig losing custom token IDs after save/load are unrelated tokenizer/config bugs." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Qwen3.5 flash-attention generation failure are different generation bugs." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba and DiaConfig token-ID loss after save/load are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype loading and flash_attention.py crashing on s_aux=None are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 21, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "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:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:45357", + "issue:45405", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46050" + ], + "soft_pairs": [ + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:41720|issue:44464", + "issue:43577|issue:44554", + "issue:43122|issue:43906", + "issue:32090|issue:34567", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43742|issue:44821", + "issue:43504|issue:44610", + "issue:44466|issue:46050", + "issue:32090|issue:33666", + "issue:33666|issue:36010", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:43720|issue:43927", + "issue:43525|issue:43572", + "issue:43606|issue:43927", + "issue:43278|issue:43688", + "issue:43262|issue:43295", + "issue:44849|issue:45357", + "issue:43756|issue:44913", + "issue:33666|issue:36331", + "issue:44625|issue:46002", + "issue:43720|issue:44361", + "issue:43493|issue:43825", + "issue:44568|issue:45812", + "issue:28218|issue:33357", + "issue:44964|issue:45405", + "issue:39692|issue:43493" + ], + "prepared_review_unit_hash": "f3497176e76a7564e75a7eb5245f80023d93ace3b8cd6714428000f3622eb0dd", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36208, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a false-positive mix of unrelated Hugging Face bugs. The only plausible duplicate pair is the two post-v5 config regressions about missing pad-token attributes (Llama4Config vs StableLmConfig).", + "confidence": 0.74, + "canonical_issue_reason": "issue:43525 is the best canonical issue because it describes the broader, more standard pad-token config regression after the v5 update; issue:43572 looks like the same compatibility problem manifested on a different model config.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43525 is the clearest representative of the only near-duplicate theme in the cluster and is the most general/portable formulation of the pad-token regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Different regressions: video-input handling vs num_labels propagation." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Unrelated problems: torch.compile SDPA failure vs tokenizer AttributeError." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different code paths: device-map cuda assert vs compiled-forward chunked generation mismatch." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Distinct issues: BLIP2 dtype loading vs MPS attention correctness." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Both concern tokenization, but one is a version-regression report and the other is a reproduction of a different linked issue; same root cause is not established." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Different trainer bugs: GPU broadcast NoneType vs token-count tracking." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different model-loading failures with different mechanisms and components." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "BEiT load failure and Bamba compile failure are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Model key-loading error vs AutoImageProcessor URL loading are separate issues." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different bugs: legacy field loading vs processor/model input-size mismatch." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load behavior, but one is tied-weight serialization and the other is quantized-model persistence; not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast error and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training issue vs import error for GenerationMixin; different layers entirely." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are load-time failures, but one is gguf_file handling and the other is a specific model load regression." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Different failures: device-map mismatch during forward vs quantized save/load breakage." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight accelerate loading and custom-token-ID loss on save/load are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": true, + "reason": "Both report post-v5 missing pad-token config attributes on different model configs; likely the same shared config compatibility regression." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU-offload device mismatch and config token-ID loss after save/load are different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Dtype mismatch in eval and auxiliary-loss normalization are not the same issue." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate default and processor.tokenizer regression are separate processor bugs." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 regressions: hidden-state output vs incorrect save_pretrained keys." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer bug and GPTNeoX rotary_pct reload bug are only loosely related by theme." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL training issue and custom compute_loss signature error are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation and NaNs after init/checkout are different symptoms and code paths." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and pipeline error-message regression are distinct." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different families and do not clearly share the same code path." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug and MacOS bus error on CLIP are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model-load failure vs dependency-version bump are not duplicates." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Documentation/example errors and core implementation discrepancy are different problem types." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft-edge pair (issue:43525 / issue:43572) is plausibly a shared v5 config regression around missing pad-token attributes, and the other rejected pairs are described with appropriately cautious, title-based reasoning. No PR-pair mergeability issue applies here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 22, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "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:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "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:44734", + "issue:44792", + "issue:44843", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45803", + "issue:45823", + "issue:45987" + ], + "soft_pairs": [ + "issue:43540|issue:44977", + "issue:43493|issue:43844", + "issue:45200|issue:45229", + "issue:43334|issue:43572", + "issue:45803|issue:45987", + "issue:43756|issue:45083", + "issue:44488|issue:44843", + "issue:43278|issue:43844", + "issue:43257|issue:43299", + "issue:43334|issue:45759", + "issue:39692|issue:43295", + "issue:43824|issue:44589", + "issue:43646|issue:44466", + "issue:45229|issue:45823", + "issue:43572|issue:44291", + "issue:44589|issue:45520", + "issue:33357|issue:33666", + "issue:43504|issue:43606", + "issue:43927|issue:44361", + "issue:44464|issue:45584", + "issue:43606|issue:44112", + "issue:43504|issue:43653", + "issue:43575|issue:45405", + "issue:43278|issue:43701", + "issue:43994|issue:44493", + "issue:44792|issue:45405", + "issue:44423|issue:44734", + "issue:29942|issue:30333" + ], + "prepared_review_unit_hash": "1be502d3b9b81c603d6a02cb8e5236d4ef6fd2b9fe235b9c66d1809be5ec4256", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35666, + "estimated_input_tokens": 8917, + "estimated_eval_tokens": 18090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a grab bag of mostly unrelated issues across model loading, multimodal processing, generation, config regressions, and CI/test failures. None of the proposed soft pairs look like true duplicates; they usually share only a broad model family or subsystem.", + "confidence": 0.93, + "canonical_issue_reason": "Issue:43257 is the most concrete, code-path-specific bug in the set (Qwen3 MoE loading with accelerate+deepspeed), so it is the best single issue to anchor on if one must pick a representative. The rest of the items are largely orthogonal.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43257 is the strongest standalone report: reproducible, narrowly scoped, and tied to a real loading/conversion path. Several others are docs/test or high-level symptom reports with weaker duplicate-candidate value.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen multimodal failures: one is a video-input ValueError in Qwen3OmniMoe, the other is a flash-attention generation issue in Qwen3.5." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs ZeRO-3 gradient explosion are different bugs and different code paths." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Same model family, but one is a missing text-only token-id default and the other is a multi-GPU inference OOM." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing config fields, but they affect different models/config classes and different failures." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Unrelated code paths: one swallows exceptions in tensor conversion, the other violates a cache-length return-type contract." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "RoPE-layer loss in Smollm3 and feature-extract length behavior in qwen3_omni_moe are different issues." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both involve loading, but one is a specific model load failure and the other is an offline-mode regression from an unconditional hub call." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in evaluation is not the same as gradient growth under HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen MoE-related, but one is accelerate/deepspeed weight conversion and the other is a dev-version loading regression for Qwen3VL MoE." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch multimodal config handling, but one is a missing pad token id and the other is failure to unwrap composite text_config in from_config." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs-example errors and a processor.tokenizer regression are separate problems with different fixes." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a missing model class and failing to resolve Float8 storage are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are different failure modes." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "CUDA OOM on Gemma4 multi-GPU inference is unrelated to a device mismatch in PLE forward." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and unexpected _is_hf_initialized argument during init_empty_weights are separate regressions." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and flash_attn import KeyError on Python 3.13 do not share the same root cause." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error for a CLIP model and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field model loading and CPU-offload device mismatch are different bugs." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Save/load token-ID corruption and MLukeTokenizer AttributeError are distinct tokenizer issues." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and empty-transcription Whisper generation after align_special_tokens are different code paths." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "One is a real CPU-offload mismatch bug; the other is a stale CI test failure." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "A legacy-field preset load failure is not the same as a tokenizer special-token registration bug." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM and an unreleased dependency version bump are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype mismatch and resume_from_checkpoint key mismatch are different regressions." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 producing nonsense outputs and unexpected position-id keys across many models are too different to merge." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure and a PEFT version constraint issue are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve-related, but continuous-batching crashes from a string/.to issue and KV-cache continuation indexing are distinct bugs." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting after training failure are completely 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": 18, + "review_unit_index": 23, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43582", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44315", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45406", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121" + ], + "soft_pairs": [ + "issue:43873|issue:46050", + "issue:45406|issue:46121", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:44521|issue:45290", + "issue:43844|issue:44964", + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "issue:44554|issue:45446", + "issue:29159|issue:32090", + "issue:43582|issue:44977", + "issue:43540|issue:45200", + "issue:15354|issue:38175", + "issue:37428|issue:43957", + "issue:45200|issue:45823", + "issue:43232|issue:44849", + "issue:45072|issue:45198", + "issue:43493|issue:43701", + "issue:44315|issue:44849", + "issue:43572|issue:44987", + "issue:43295|issue:44610", + "issue:43572|issue:43957", + "issue:37428|issue:43824", + "issue:44554|issue:45356", + "issue:43295|issue:43450", + "issue:45200|issue:45325", + "issue:44466|issue:45127", + "issue:44898|issue:45412", + "issue:43295|issue:43873", + "issue:43550|issue:43844" + ], + "prepared_review_unit_hash": "238f02d8b68407916ab34150f7db542dd13bd2ba3d511b051c96dbddcd7a3b8c", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36891, + "estimated_input_tokens": 9223, + "estimated_eval_tokens": 18702 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is largely heterogeneous: most items are distinct bugs across tokenizer, multimodal processing, quantization, loading, and training paths. The soft overlaps are mostly broad topical similarity rather than true duplicates, so I reject all soft edges.", + "confidence": 0.47, + "canonical_issue_reason": "If a single issue must represent the cluster, issue 43295 is the broadest multimodal processor/tokenizer regression and the closest match to the few tokenizer/processor-adjacent items here. That said, the cluster is not duplicate-tight overall.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43295 is the most representative user-facing regression in the set because it spans a common API break around processor.tokenizer and image-to-tokenizer behavior. It is still only a loose umbrella, not a true cluster duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both are quantization-related, but one is an offloading problem and the other is a save/load corruption bug for sinq; different code paths." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor _tokenizer AttributeError and rope-parameter dict/list validation are unrelated failures." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "flash_attention sink-less crash with s_aux=None is unrelated to quantized model persistence after save_pretrained/from_pretrained." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A trailing-slash import warning and a CUDA OOM are not the same bug." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but one is all-zero assistant masks for multimodal inputs and the other is a tool-call/no-content crash; different edge cases." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and a model loading import failure are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compile error vs flash_attn import KeyError on Python 3.13 are different problems." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after an added token is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version-check import bug in flex_attention are different issues." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is unrelated to the Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input processing failure and Gemma4 mm_token_type_ids defaulting are different multimodal bugs." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "torch.jit.script export failure and SigLIP2 zero probabilities are unrelated model/runtime issues." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "flash_attention_utils import failure and meta-device model loading regression are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but one is missing mm_token_type_ids defaults and the other is a device placement mismatch during forward." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 output_hidden_states behavior are different bugs." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "dtype mismatch in bfloat16 inference is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy and resume_from_checkpoint key mismatch do not share the same underlying bug." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel not applied in model_init is unrelated to the Qwen3.5 hidden-states regression." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx and loading physical-intelligence/fast are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both concern processors, but one is a processor.tokenizer regression and the other is an OmDet-Turbo resolution mismatch; different bugs." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing pad_token_idx in config and meta-device model loading breakage are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "These are different import errors for different missing symbols/modules." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec handling are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer API regression and batched video shape mismatch are different processor bugs." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaults and Qwen2.5-VL rope scaling are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Tied-weight serialization and LoRA merge collapse with extended vocabulary are only loosely related, not the same code-path." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolate_pos_encoding failure and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading behavior are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile+SDPA failure and ZeRO-3 gradient drift are distinct training 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": 18, + "review_unit_index": 24, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44442", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593" + ], + "soft_pairs": [ + "issue:43334|issue:43525", + "issue:44792|issue:45563", + "issue:43824|issue:43975", + "issue:42915|issue:43824", + "issue:43388|issue:43526", + "issue:43450|issue:43575", + "issue:42490|issue:43493", + "issue:43975|issue:45520", + "issue:28218|issue:35141", + "issue:43653|issue:44112", + "issue:43278|issue:43856", + "issue:38175|issue:43493", + "issue:44442|issue:45198", + "issue:44514|issue:44521", + "issue:38175|issue:45412", + "issue:43827|issue:43901", + "issue:44206|issue:45584", + "issue:43262|issue:43450", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:37428|issue:43425", + "issue:43335|issue:43550", + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:45127|issue:45245", + "issue:45290|issue:45381", + "issue:44448|issue:44743", + "issue:37428|issue:44351" + ], + "prepared_review_unit_hash": "b13aecbd2565dfbbc73976ea46b4e88765e50508d01054fb7516564e4a8eae93", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36501, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; the soft pairs are mostly title-similarity false positives across unrelated bugs, models, and subsystems.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits: the items cover unrelated regressions in tokenization, multimodal chat templates, import errors, model-specific behavior, and training/runtime issues.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: none of the issues is representative of the whole set because the cluster is heterogeneous rather than one underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they are different config classes for different model families; likely same symptom, not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Different failures: a Janus image-generation test versus a stale paging warning for num_return_sequences." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a Qwen2.5-VL symbol versus a DeepSeek detokenization regression; unrelated code paths." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is gather_for_metrics batching and the other is BeitImageProcessorFast reduction logic." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor shape bug and Qwen2 OOM with tensor parallelism are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning and SigLIP2 implementation discrepancy are not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression and a Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are different issues." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI stale test failure are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluate and Qwen3 MoE memory usage are different problems." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one is zero probabilities on a specific SigLIP2 model and the other is a broader HF-vs-JAX discrepancy; not enough to treat as one bug." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading and Wav2Vec2 save/tokenization failure are separate speech-tokenizer bugs." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template, but one crashes on batched padding=False input while the other returns all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 probability bug and RT-DETR memory release issue are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions around pipeline APIs, but they document different changes and are not the same underlying issue." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "LasrFeatureExtractor center-arg crash and Whisper empty-transcription failure are unrelated audio bugs." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and video batch-shape issues are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward mismatch and a GraniteSpeech device-override test failure do not share a concrete code path." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and LwDetrImageLoss AMP crash are different detection-model failures." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latents mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "ImportError for a specific flash-attn helper and a broad Torch 2.10 incompatibility report are not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and qwen3_omni_moe output-length helper behavior are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and D-FINE auxiliary-loss omission are separate training bugs." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with extended vocabulary and a category-count limit error are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template crash on tool-call assistant messages and qwen2.5-vl vision_position_ids are different multimodal paths." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output difference and Qwen3_5 recurrent-state reset bug are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different versioning 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": 18, + "review_unit_index": 25, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43723", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44360", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44554", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:43278|issue:43825", + "issue:45200|issue:45588", + "issue:29942|issue:32090", + "issue:43611|issue:43931", + "issue:44206|issue:45823", + "issue:43335|issue:43653", + "issue:43550|issue:44112", + "issue:43819|issue:44493", + "issue:44855|issue:45083", + "issue:44360|issue:44561", + "issue:43335|issue:43504", + "issue:45588|issue:45859", + "issue:43335|issue:45083", + "issue:29127|issue:32090", + "issue:45310|issue:45478", + "issue:39692|issue:43526", + "issue:39692|issue:44493", + "issue:44292|issue:45520", + "issue:43720|issue:44112", + "issue:44448|issue:44779", + "issue:43335|issue:44112", + "issue:43335|issue:45072", + "issue:38175|issue:44493", + "issue:44977|issue:45229", + "issue:42490|issue:43854", + "issue:43606|issue:44857", + "issue:34689|issue:35141", + "issue:44857|issue:45072", + "issue:44448|issue:44977", + "issue:44561|issue:44779", + "issue:44462|issue:44561", + "issue:40444|issue:43526", + "issue:28218|issue:32090", + "issue:43701|issue:45083", + "issue:43723|issue:44554" + ], + "prepared_review_unit_hash": "6dede5406dd1c4c3a6b796a73aaaf181a07f030adb202dac08f20b610c0fd220", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38149, + "estimated_input_tokens": 9538, + "estimated_eval_tokens": 19332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues, with one clear duplicate pair: the two \"Qwen3.5 Moe from_pretrained error\" reports. No PRs are present in the candidate set.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 and issue:45478 describe the same Qwen3.5 Moe from_pretrained failure; 45310 is the better canonical because it appears first and has slightly more context.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest issue candidate because it is the most direct, well-scoped report for the duplicated Qwen3.5 Moe loading regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different bugs: dtype regression in evaluate vs pipeline error-message wording." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different components and failures: Gemma4 token-type defaults vs flash-attention s_aux None crash." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Both are CI/runtime failures, but one is FlashAttention tests and the other is Trainer broadcast NoneType." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Different load failures: base_model_prefix handling vs Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Both mention model inference crashes, but the underlying causes differ: unsupported feature-extractor arg vs device-map PLE mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs BigBirdTokenizer special-token decode issue." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different models and code paths: Bamba torch.compile SDPA issue vs GraniteSpeech stale device override CI test." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent conversion mismatch vs a broad position-id key warning." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import/script parsing bug vs qwen3_omni_moe helper length behavior." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Different topics: DSA indexer/ReLU discussion vs removal of is_torch_fx_available breaking trust_remote_code." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug vs BEiT legacy-field loading bug." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve attention/offload, but the concrete failures differ: sink-less flash_attention crash vs Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated Transformer internals: SwitchTransformers config vs qwen3_omni_moe feature-length helper." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different error surfaces: LayoutLMv3 box validation message vs Trainer GPU broadcast NoneType." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same exact reported bug and same model/version context; these are duplicate loading-error reports." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and quantization errors are unrelated to BEiTImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation/example errors vs a generalized unexpected position-id key warning." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Different failures: Qwen-3-8B-NVFP4 runtime error vs flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading bug vs GraniteSpeech CI device override stale-test failure." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 behavior regressions, but one is Pegasus output drift and the other is Deepseek tokenizer correctness." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different subsystems: SwitchTransformers config vs GraniteSpeech CI device-override issue." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers config bug vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as a position-id key warning." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs Gemma4 multi-GPU OOM; different root causes." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path slash import warning is distinct from a specific model-loading unit-test failure." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch vs CUDA AMP float16 crash; different models and failure modes." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision model loading regression vs embedding reinit after resize; not the same bug." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different numerical issues: float16 AMP crash vs bfloat16 dtype mismatch." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation regressions, but the affected model/code path differs: Pegasus vs Qwen3.5 flash-attention." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of a helper breaking trust_remote_code is unrelated to Deepseek tokenizer output changes." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is a tokenizer loading bug, not a missing helper API breakage." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image fine-tuning failure is unrelated to BEiTImageProcessorFast label reduction." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer extra-space behavior and Trainer GPU broadcast error are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch is not the same as qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading in v5 and MPS attention correctness are unrelated issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The canonical issue choice is supported by the packet: issues 45310 and 45478 have the same title and clearly describe the same Qwen3.5 Moe from_pretrained regression, with 45310 appearing earlier and containing slightly more detail. The soft-edge verdicts are conservative and do not overclaim equivalence from the available titles/bodies. No PRs are present, so the null PR fields are appropriate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 26, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43550", + "issue:43575", + "issue:43653", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:43994", + "issue:44206", + "issue:44448", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45712", + "issue:45803", + "issue:45823" + ], + "soft_pairs": [ + "issue:37428|issue:44987", + "issue:43550|issue:45083", + "issue:32090|issue:33357", + "issue:29942|issue:35141", + "issue:43927|issue:45698", + "issue:43873|issue:45229", + "issue:41720|issue:45229", + "issue:44568|issue:45491", + "issue:44977|issue:45563", + "issue:10000|issue:15354", + "issue:43278|issue:43329", + "issue:43412|issue:45588", + "issue:45372|issue:45588", + "issue:42490|issue:43575", + "issue:45198|issue:45803", + "issue:44857|issue:45588", + "issue:43976|issue:45440", + "issue:45459|issue:45712", + "issue:45372|issue:45406", + "issue:44448|issue:44466", + "issue:45588|issue:45823", + "issue:43278|issue:43381", + "issue:43653|issue:44743", + "issue:45245|issue:45563", + "issue:45372|issue:45459", + "issue:44206|issue:44479", + "issue:25251|issue:32090", + "issue:43065|issue:43994", + "issue:44451|issue:45520" + ], + "prepared_review_unit_hash": "d4e19d0fa44164a83711c501ae2fd79685d22ccc8d9d512670f96b579a8ec10c", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36653, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous set of unrelated issue reports across many models and subsystems. None of the soft pairs look like the same underlying bug or a mergeable duplicate PR change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the candidate pairs are superficial text similarities, not the same concrete bug path.", + "canonical_pr_reason": "No PR items are present in the input.", + "best_issue_reason": "No clear global best issue for deduping; the issues cover distinct failures and should remain separate.", + "best_pr_reason": "No PR items are present in the input.", + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Different failures: one is a flash-attention import error, the other is a model-loading regression for a specific repo." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and qwen3_omni_moe helper bug are unrelated code paths." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast TypeError and MacOS CLIP bus error are different symptoms with different triggers." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and output embedding reinitialization after resize are distinct bugs." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one loses custom token IDs while the other loads the wrong custom module." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading misbehavior and multi-GPU OOM are different memory-related failures." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device-mapping cudaErrorAssert is not the same bug as a multi-GPU OOM." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are unrelated defects." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation regression and a stale warning in paged generate() are different issues." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel and torch.jit GeneratorExp export failures are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 dtype drift and an undefined-name bug in multimodal token counting are unrelated." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/erfinv issues do not match the sink-less flash_attention AttributeError." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure and flash_attention crash are different code paths." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "A trailing-slash import warning and a tensor-parallel OOM are unrelated." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failures and a bare-except bug in FuyuBatchFeature are different problems." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetr AMP/CUDA crash and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility and DeepseekV3MoE divergence are not the same bug." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking and leftover dummy class leakage are unrelated maintenance issues." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor loading import error and serve-time missing _tokenizer are different failures." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Versioned output differences for Pegasus and lm_head serialization inconsistency are separate model-behavior bugs." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash_attention sinkless crash and Gemma4 PLE device mismatch are distinct forward-pass issues." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype change in eval and gradient-checkpointing prohibition in eval are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are different code paths." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count limit error and stale num_return_sequences warning are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import dependency failure and tokenizer protobuf error handling are different bugs." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported feature-extractor arg and Qwen video-input regression are not the same underlying defect." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k output-shape change and Trainer broadcast NoneType error are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d placeholder and SigLIP2 nonsensical outputs are different issues." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model-loading failure for ScandiBERT and Python 3.13 flash_attn import KeyError 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": 18, + "review_unit_index": 27, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43257", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44610", + "issue:44625", + "issue:44871", + "issue:44977", + "issue:45103", + "issue:45198", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:46121" + ], + "soft_pairs": [ + "issue:43065|issue:45412", + "issue:44186|issue:45198", + "issue:44871|issue:44977", + "issue:43066|issue:44462", + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:42915|issue:42994", + "issue:33357|issue:39692", + "issue:32090|issue:33290", + "issue:42490|issue:43873", + "issue:29942|issue:30064", + "issue:29127|issue:34567", + "issue:43994|issue:45412", + "issue:43756|issue:45440", + "issue:43257|issue:43278", + "issue:44265|issue:45198", + "issue:43421|issue:45491", + "issue:43653|issue:44442", + "issue:43381|issue:43701", + "issue:44610|issue:45412", + "issue:43824|issue:44279", + "issue:45440|issue:45593", + "issue:29127|issue:33357", + "issue:29942|issue:36010", + "issue:43526|issue:45834", + "issue:43761|issue:45859", + "issue:45103|issue:45372", + "issue:43526|issue:44186", + "issue:44625|issue:45584" + ], + "prepared_review_unit_hash": "392650b553f17acd09443cf5082bf258cda98c2c947f8ff868aa7e56296b9a7b", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36320, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items span many unrelated Transformers bugs across tokenizers, vision, quantization, training, and export. None of the soft pairs are close enough to be treated as the same underlying issue, so no soft merges are justified.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 is the best anchor among this set because it is still open, broadly framed, and has the strongest active discussion/inbound attention; it looks like a central user-facing runtime problem rather than a narrow edge-case report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most suitable global issue to keep as the representative triage target: it is active, broadly scoped, and likely to attract related quantization/offloading reports without being tied to a single model or test case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Different problems: a dummy Conv2d implementation in Sam3PixelDecoder vs an RT-DETR memory release issue." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and failure modes: eos_token_id config mismatch vs flash-attention generation breakage." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both involve tokenization, but one is decoder-type selection and the other is AutoTokenizer ignoring tokenizer.json; not the same bug." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError on tasks is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression is a different code path from rope-parameter conversion TypeError." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is not the same as quantized model saving failure." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error loading a CLIP model is unrelated to a SigLIP2 documentation example problem." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType broadcast error in Trainer is not the same as OOM when using Adafactor with DeepSpeed." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash import warning and quantization/offloading malfunction are different behaviors and likely different fixes." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to void segmentation-map processing." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMV3 error messaging issue is unrelated to TrainerState num_input_tokens_seen not updating." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 bad outputs with AutoModel/pipeline do not match an RT-DETR memory reclamation bug." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch is a different architecture/config issue than DeepseekV3MoE divergence." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is unrelated to embedding dtype drift during eval." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is not the same as Wav2Vec2 serialization/tokenization failure." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor update bug is unrelated to Gemma3 NaN embeddings in mixed-length batching." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer mask-token registration/empty decode is not the same as AutoTokenizer failing to load a tokenizer class." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different training-flow bugs." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor image-size mismatch for OmDet-Turbo is unrelated to RT-DETR memory release after deletion." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2_5_VL export/import symbol is not the same as a generic dependency issue with transformers." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence is unrelated to D-FINE auxiliary losses when denoising is off." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMV3 error-message clarity and CLIP MacOS bus error are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures do not match the GenerationMixin import error." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels behavior is unrelated to Kosmos2.5 long OCR index errors." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is a different path from Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling and Gemma 4 processor loading/ReasoningEffort import failure are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "reduce_labels returning one label vs LayoutLMv2Tokenizer NER/padding crash are different tokenizer/image-processor bugs." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation after align_special_tokens 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": 18, + "review_unit_index": 28, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43388", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43761", + "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:44977", + "issue:45003", + "issue:45072", + "issue:45245", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45803", + "issue:45907" + ], + "soft_pairs": [ + "issue:43334|issue:43531", + "issue:29127|issue:35141", + "issue:44442|issue:45072", + "issue:44977|issue:45245", + "issue:42915|issue:43931", + "issue:43526|issue:44857", + "issue:44464|issue:45491", + "issue:42490|issue:43381", + "issue:43262|issue:44206", + "issue:43575|issue:43701", + "issue:43575|issue:44387", + "issue:44743|issue:44811", + "issue:43646|issue:44077", + "issue:43452|issue:45588", + "issue:44062|issue:45907", + "issue:43761|issue:44079", + "issue:45003|issue:45440", + "issue:43723|issue:45479", + "issue:43232|issue:43388", + "issue:43316|issue:43525", + "issue:44479|issue:45290", + "issue:44442|issue:44898", + "issue:33290|issue:34689", + "issue:33290|issue:34567", + "issue:42490|issue:44743", + "issue:43761|issue:44188", + "issue:44442|issue:45803", + "issue:33290|issue:35141", + "issue:43381|issue:43873" + ], + "prepared_review_unit_hash": "013aa8bd52595f8814808f653eaa3dbd93cee35ab2c5f788cec5e7759ffb58e1", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36518, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of distinct Transformers bugs. The soft pairs are only superficially similar, so I would reject all of them. The most representative issue is the broad v5 regression about custom model initialization, which best captures the cluster\u2019s recurring theme of breaking API/model-loading behavior.", + "confidence": 0.44, + "canonical_issue_reason": "issue:43646 is the broadest and most representative report: a Transformers 5.0.0 regression breaking custom model initialization, which aligns with several other v5-era loading/config/init complaints in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue to stand in for the cluster because it describes a general framework-level regression rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different models and failure modes: missing pad_token_id during Qwen3-VL loading vs a sliding_window bug in Qwen3-MoE." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated subsystems: layoutlmv3 error messaging vs token embedding resizing/post_init reinitialization." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure vs bfloat16 dtype mismatch in inference; no shared code-path bug." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue and a categories-cardinality error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-family models, but one is FineGrainedFP8Config handling and the other is weight-shape mismatch loading; different bugs." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "ImageProcessor reduce_labels bug and AMP/CUDA loss crash are distinct code paths." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled chunked generation inconsistency is not the same bug as Gemma3 sliding-window NaN embeddings." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and gradient-checkpointing eval-mode restriction are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio sampling-rate defaulting and unsupported center argument in a feature extractor are separate preprocessing bugs." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM on model load vs resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but one is load-time TP OOM and the other is int4 quantization memory reservation growth; not the same bug." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3_5 recurrent-state reset and Whisper batch_decode skip_special_tokens handling are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Broad custom-init regression and a model-specific post_init policy issue are not the same underlying bug." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "gguf_file/pretrained loading breakage is unrelated to flash_attention s_aux=None failure." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-arg duplication and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel not returning hidden_states and ModelOutput key assignment semantics are different bugs." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepseekV3MoE divergence from remote implementation are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading regression and degenerate zero-loss classification behavior are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs synchronization and metric-label truncation are different parts of the training loop." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config API issues, but one is a Gemma3TextConfig discrepancy and the other is a missing pad_token_id on Llama4Config; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression in Qwen VL models and chat-template crashes on tool-call assistant messages are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver non-default-resolution image classification failure do not share a code path." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/deepspeed OOM is unrelated to Llama 3.2 Vision model-loading breakage." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM in optimizer/deepspeed and TrainerState token-count tracking are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Import warning on local paths and Qwen recurrent-state reset are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Missing hidden_states output and torch.compile attention-kernel divergence are different bugs." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and bare except swallowing errors in FuyuBatchFeature are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval restriction and quantization/offloading behavior 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": 18, + "review_unit_index": 29, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:41628", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43701", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45137", + "issue:45216", + "issue:45372", + "issue:45584", + "issue:45698", + "issue:45759" + ], + "soft_pairs": [ + "issue:34689|issue:43611", + "issue:43720|issue:44442", + "issue:44077|issue:44479", + "issue:43931|issue:45216", + "issue:43493|issue:43827", + "issue:42907|issue:45698", + "issue:43316|issue:45759", + "issue:41628|issue:45372", + "issue:34689|issue:36010", + "issue:33290|issue:36331", + "issue:43749|issue:43931", + "issue:43873|issue:44871", + "issue:43643|issue:44913", + "issue:44190|issue:44496", + "issue:44855|issue:45137", + "issue:43316|issue:44877", + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:25251|issue:28282", + "issue:43295|issue:43825", + "issue:44162|issue:44792", + "issue:43316|issue:43716", + "issue:43404|issue:43441", + "issue:43550|issue:43701", + "issue:16998|issue:22355", + "issue:43606|issue:43701", + "issue:44871|issue:45584" + ], + "prepared_review_unit_hash": "46a5fdb5a21cf10ab5b0037bc53246316a0f10a43b9e067b16e95e3b8524c2b8", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35685, + "estimated_input_tokens": 8922, + "estimated_eval_tokens": 18100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most pairs are only superficially similar by subsystem (loading, configs, processors, saving/loading), but they describe different concrete bugs or regressions. No soft edge looks mergeable as a single duplicate/fix, and there are no PRs in the set.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical duplicate exists because the items span many unrelated issues; if one anchor is needed, #43749 is the strongest representative due to broad impact, discussion, and inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "#43749 is the best issue to keep as the cluster anchor because it has the clearest regression framing and the most cross-links/activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading import failures, but one is a version-specific Llama 3.2 vision breakage and the other is a generic base_model_prefix loading regression; different code paths." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "One is an accelerate loading/unpacked-weights problem, the other is AutoTokenizer failing to load a specific tokenizer class; unrelated failures." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init handling and Qwen video-input regression are different models and different bug surfaces." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve loading/saving models, but one is a weight-shape mismatch on load and the other is an incorrect checkpoint saved by save_pretrained; not the same fix." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation drift is unrelated to docs still mentioning pipeline() after v5 removals." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Dequantized saving failure and wrong custom-module resolution after save_pretrained are both save/load related but are different underlying bugs." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency and Qwen multimodal text_config unwrapping are separate config-handling problems." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Missing AutoImageProcessor import and missing ReasoningEffort import from mistral_common are distinct import/dependency issues." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Both are import errors, but one is a specific model regression and the other is a missing GenerationMixin export; not one bug." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "AdaFactor OOM under DeepSpeed and CustomTrainer.compute_loss signature mismatch are unrelated training issues." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "CPU RAM efficient loading and Qwen3-VL weight-shape mismatch both occur during loading, but they are different failure modes and fixes." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantized offloading behavior and Gemma-3 eos_token_id config inconsistency are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code missing fields and GPTNeoX rotary_pct resetting on reload are separate config serialization issues." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "A local dataset loading problem in an example script is unrelated to an unrecognized model/config loading error." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing failure and DeepSpeed ZeRO3 deque error are different runtime failures." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and strict granite_speech config loading are not the same underlying issue." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d implementation in Sam3PixelDecoder and Sam3Video CUDA OOM are different problems; one is architecture/stub behavior, the other is memory usage." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are processor/input handling bugs, but they affect different Qwen model families and different input paths." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior and missing PyTorch import error are entirely unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "A regression in processor.tokenizer/image passing is not the same as a docs/error-message mismatch about pipeline translation support." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 loading breakage and a janus image-generation test failure do not share the same bug or fix." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are different multimodal config issues." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Missing lm_head tying in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are different concrete defects." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 and a missing transformers.onnx module import are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are different loading/runtime issues." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency and Whisper empty-transcription failure after align_special_tokens are different model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 30, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43295", + "issue:43388", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43673", + "issue:43688", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45290", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45698", + "issue:46050" + ], + "soft_pairs": [ + "issue:43673|issue:44743", + "issue:44077|issue:44534", + "issue:42617|issue:43575", + "issue:41950|issue:43475", + "issue:43575|issue:43742", + "issue:43295|issue:44871", + "issue:43761|issue:44479", + "issue:43388|issue:43688", + "issue:43452|issue:44496", + "issue:45127|issue:45200", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43504|issue:45698", + "issue:32090|issue:35141", + "issue:44617|issue:45584", + "issue:44734|issue:45406", + "issue:45563|issue:45584", + "issue:43525|issue:43531", + "issue:43761|issue:44242", + "issue:43931|issue:44060", + "issue:44792|issue:44977", + "issue:43906|issue:45290", + "issue:44479|issue:44734", + "issue:44464|issue:45563", + "issue:44190|issue:44964", + "issue:44534|issue:44913", + "issue:44792|issue:45600", + "issue:43827|issue:43994", + "issue:44521|issue:45381" + ], + "prepared_review_unit_hash": "601cfc01bf1c5b3364fa6d9377d018fda4d3a69ecc74b7972fff2b6763075bd5", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36538, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are heterogeneous and do not form a duplicate cluster. None of the soft pairs describe the same underlying bug or fix, so all soft edges are rejected. The most representative issue is the open multimodal chat-template regression in apply_chat_template.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44521 is the clearest, most actionable bug in the set: it is open, narrowly scoped, and has a concrete multimodal reproduction with user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the best standalone issue to anchor the cluster because it is current, specific, and tied to a reproducible API regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve caching, but one is a missing GenerationMixin cache in chunked prefill and the other is recurrent states resetting in modular Qwen3.5; different code paths and symptoms." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init support in patchtsmixer is unrelated to junk-filled non-persistent buffers in v5; no shared bug mechanism." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel launch failure and TP OOM on Qwen2-57B are different problems, with different models and failure modes." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Pipeline processor lookup for video classification is unrelated to a SAM3 video attribute error." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "TP-induced OOM on a large Qwen model is not the same as a key error when loading MobileLLM-125M." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer access regression and eos_token_id config mismatch are distinct issues in different subsystems." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Missing hidden_states in CLIPVisionModel is unrelated to a Qwen video-input regression." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering drops tuple labels; auxiliary-loss normalization is a separate training-loss bug." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading failure and missing model_type in config are different model-loading failures." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to Gemma 4 token-type defaults for text-only fine-tuning." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "EOS token config inconsistency is not the same as quantized model breakage after save_pretrained/from_pretrained." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage in Transformers 5 and rotary_pct reload drift are unrelated config/init problems." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy field blocking BEiT preset loading and wrong custom module resolution after save/load are different loader failures." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and output embedding reinitialization after resize are unrelated bugs." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "SAM3 video OOM and Whisper empty-transcription failure after token alignment are different failure classes." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache tensor indexing crash in serve and missing _tokenizer on Gemma4Processor are different server regressions." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning about num_return_sequences is not the same as a crash on empty transcription." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and sliding_window behavior in Qwen3-MoE are unrelated configuration issues." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states omission and load-balancing loss omission are separate model behaviors." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight shape mismatch is unrelated to the incorrect tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "A janus image-generation test failure and a Qwen3.5 flash-attention generation bug are not the same code-path problem." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "An isolated reproduction of another issue is too underspecified to match the apply_chat_template tool-call crash confidently." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen VL models and serve KV-cache indexing crash are different failures." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Inconsistent generated outputs under compiled forward and a stale warning about num_return_sequences are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a no-trainer script and model loading for Phi-4 multimodal are different issues." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization bug and GPTNeoXConfig rotary_pct reload drift do not share a concrete fix." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A janus test failure is not the same as stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() and SigLIP2 producing nonsense with pipeline are not the same bug." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in apply_chat_template and wrong vision_position_ids in Qwen2.5-VL video input are different multimodal 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": 18, + "review_unit_index": 31, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:35141", + "issue:36246", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41720", + "issue:41950", + "issue:42175", + "issue:42490", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43650", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44220", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44610", + "issue:44734", + "issue:44737", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45375", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121" + ], + "soft_pairs": [ + "issue:44855|issue:45588", + "issue:41720|issue:45245", + "issue:44933|issue:45362", + "issue:43065|issue:44610", + "issue:35141|issue:42490", + "issue:45127|issue:45357", + "issue:43335|issue:44855", + "issue:43550|issue:44190", + "issue:44077|issue:44877", + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:44737|issue:45803", + "issue:44462|issue:45907", + "issue:43540|issue:44734", + "issue:44938|issue:45542", + "issue:44112|issue:45600", + "issue:43335|issue:44190", + "issue:46082|issue:46121", + "issue:39692|issue:44190", + "issue:44496|issue:45803", + "issue:36246|issue:41628", + "issue:45276|issue:45584", + "issue:43479|issue:45375", + "issue:43295|issue:45276", + "issue:43650|issue:44220", + "issue:45245|issue:45584", + "issue:36246|issue:38617", + "issue:41950|issue:44016", + "issue:42175|issue:44279" + ], + "prepared_review_unit_hash": "2335c4643f6bbf64af13d7eed1503f9728067f02005b6b39e96e327e03ab31f6", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36526, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster: the only mildly related items are the two token-embedding resize reports, but they still look like separate bugs. I reject all soft edges as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "issue:35141 is the clearest, most general report in the only near-related embedding-resize family, so it is the best canonical issue candidate here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:35141 is the strongest duplicate target among these issues because it describes the underlying bug generically and specifically.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different failures in different code paths: Python parsing/import-time error vs flash-attention runtime attribute error." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated bugs: Qwen3 device-mapping CUDA assert vs category-count limit validation." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Both involve Qwen-related issues, but one is a missing import and the other is a chat/model crash; no same bug." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Different subsystems and symptoms: SAM3 pixel decoder dummy layer vs OmDet processor image-size mismatch." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding resize/post_init bug vs local-path trailing-slash import warning; no overlap in underlying behavior." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA/vocab collapse on tied embeddings is unrelated to Qwen3.5 visual encoder save_pretrained key handling." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers config construction bug vs DeBERTaV2 import parsing error; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Qwen3 SDPA/auto-device-map CUDA crash vs local dataset loading failure in an example script." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both touch config handling, but one is about optional post_init on patchtsmixer and the other about strict granite_speech loading." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs GPTNeoX rotary_pct reload regression; different code paths." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python-version compatibility issue vs PyTorch JIT parsing/import problem; unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device-placement bug vs Fuyu batch conversion exception handling; different components and fixes." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files forwarding revision." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Video input processing error in Qwen3OmniMoe vs KV-cache indexing crash in transformers serve." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure vs backend dependency install issue; not the same bug." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Separate CI failures in different models/files; no shared failing code path." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers config bug and dataset-loading example failure are unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Different config-validation problems: explicit head_dim rejection vs rope-validation list typing." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Documentation/example errors in SigLIP2 vs local dataset loading failure; not duplicate issues." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Model-type config resolution error vs broad exception swallowing; different underlying problems." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols/modules and different root causes." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 token-resize/output-embedding behavior vs Whisper empty transcription after token alignment; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different config defaults/strictness bugs in different models; no shared code path." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to Gemma4 resize_token_embeddings/output_embeddings behavior." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder issue title vs fbank feature extraction bug; no substantive overlap." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-limit runtime error vs Whisper empty-transcription failure; unrelated." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but for entirely different missing APIs and packages." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline bug vs notebook syntax error; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Dependency/backend installation issue vs generic dependency issue without evidence of the same root cause." + } + ] + }, + "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": 18, + "review_unit_index": 32, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:38175", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45216", + "issue:45335", + "issue:45357", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759" + ], + "soft_pairs": [ + "issue:44683|issue:45446", + "issue:44186|issue:44734", + "issue:44246|issue:45003", + "issue:44016|issue:44220", + "issue:43404|issue:45216", + "issue:38175|issue:43065", + "issue:44734|issue:45632", + "issue:43643|issue:44496", + "issue:44561|issue:45632", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:43854|issue:44964", + "issue:43976|issue:44987", + "issue:42907|issue:43441", + "issue:42490|issue:45632", + "issue:43531|issue:45600", + "issue:43295|issue:45335", + "issue:43673|issue:44336", + "issue:43441|issue:45588", + "issue:43526|issue:43901", + "issue:44016|issue:44062", + "issue:44496|issue:45042", + "issue:43824|issue:44933", + "issue:43335|issue:45593", + "issue:43299|issue:45216", + "issue:44075|issue:44368", + "issue:43976|issue:44279", + "issue:43901|issue:44496", + "issue:43381|issue:45593", + "issue:44496|issue:45759", + "issue:45335|issue:45584", + "issue:43299|issue:45357" + ], + "prepared_review_unit_hash": "f2f69b2de50ba59639296158eec983e12e125bf9ca23ff676227499086dcfbf8", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36684, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are distinct model-loading, config, tokenizer, or docs/test regressions rather than duplicates. No soft-edge pair looks safe to merge.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43824 has the strongest activity and external references, making it the best representative of this mixed set, though the cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43824 is the most substantial standalone report here (highest discussion and inbound references), so it is the best issue to keep as the cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but they describe different bugs: torch>=2.9 compilation failure vs a bad version check for AuxRequest import." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Different subsystems and failure modes: tokenizer NER/padding crash vs KV-cache continuation indexing in serve." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "One is intermittent import slowness; the other is unsafe sys.modules access. Related area, but not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error and an audio feature extraction issue are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different save/tie-weight problems; not the same underlying regression." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Completely different models and code paths; no shared bug." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "KV-cache indexing in serve is unrelated to local trust_remote_code cache-path collisions." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both involve config loading, but one is missing fields with trust_remote_code while the other is an unrecognized model_type error." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Different trust_remote_code-related regressions with different mechanisms and symptoms." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "A model load failure and a broken auto_mappings CI reference are not the same bug." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake in GraniteSpeech is unrelated to Phi-4 multimodal loading." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-specific loading failures with no evidence of the same root cause." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "One is a Python version compatibility problem; the other is a model-loading regression in 5.1.0." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral, but saving dequantized weights and FlashAttention loading failures are different problems." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Trailing-slash local-path warning and leaf-directory cache collisions are different path-handling bugs." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a removed Sam3LiteText config reference are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and t5gemma embedding resize behavior are different code paths." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache behavior and ANSI-colored loading_report output are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both are in flash_attention, but one is a model-specific FlashAttention failure and the other is a sink-less-model AttributeError." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to a pipeline docs mismatch." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Config/model_type loading error and unnecessary torchvision dependency for PIL image processors are different issues." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing model export and missing image_utils export are both import problems, but they are distinct symbols and code paths." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer config creation and missing auxiliary losses are unrelated model-behavior bugs." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Model loading for Qwen3VL-MoE and incorrect save_pretrained checkpoints for Qwen3.5 are different regressions." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unused SGD args and a tie_word_embeddings warning are not the same problem." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation mismatch and an unrecognized model config error are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are different issues." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-related, but one is missing model_type and the other is failing to unwrap text_config for composite multimodal configs." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "T5Gemma embedding resize and Whisper empty-transcription generation are unrelated 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": 18, + "review_unit_index": 33, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:33290", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45325", + "issue:45405", + "issue:45542", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:43479|issue:43525", + "issue:44351|issue:45278", + "issue:44242|issue:45200", + "issue:44521|issue:45325", + "issue:41950|issue:45020", + "issue:44683|issue:45542", + "issue:43577|issue:45216", + "issue:41950|issue:45823", + "issue:44779|issue:45812", + "issue:38175|issue:44617", + "issue:43976|issue:45405", + "issue:44279|issue:45405", + "issue:39692|issue:43901", + "issue:43299|issue:43854", + "issue:43650|issue:46132", + "issue:43295|issue:44779", + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:44016|issue:44291", + "issue:43450|issue:44279", + "issue:45081|issue:45907", + "issue:41950|issue:43650", + "issue:43441|issue:45834", + "issue:45600|issue:45712", + "issue:44466|issue:45276", + "issue:42994|issue:43317", + "issue:33290|issue:45656", + "issue:43650|issue:45290" + ], + "prepared_review_unit_hash": "e5385ffe114ab67a647e49215c60975d541b64b1bf10c8e5b134f68179c554ff", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35491, + "estimated_input_tokens": 8873, + "estimated_eval_tokens": 18002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: tokenizer regressions, multimodal/chat-template bugs, model-loading failures, deepspeed issues, docs problems, and CI/import breakages. None of the soft pairs look like the same underlying bug strongly enough to merge, so I would not collapse any pair.", + "confidence": 0.36, + "canonical_issue_reason": "issue:44521 is the strongest standalone report: clear repro, active discussion, multiple inbound references, and a concrete multimodal API failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best representative issue in this set because it is specific, actionable, and currently open with the most traction.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-related, but one is about default multimodal sub-config initialization and the other is a missing pad_token_id attribute; different failure modes and code paths." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Shared theme is imports, but 44351 is one missing symbol (HybridCache) while 45278 is a broad post-upgrade import breakage; not the same bug." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different modeling bugs: one is missing load-balancing loss with router logits disabled, the other is a required multimodal token type id defaulting issue." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both touch multimodal/VL behavior, but one is broken assistant masks in chat templates and the other is incorrect rope/position scaling in Qwen2.5-VL." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "A video-classification processor lookup bug is unrelated to remote_code model breakage." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Completely different subsystems: torch flex_attention compilation vs TensorBoard/TensorFlow backend detection." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "One is dtype propagation on BLIP-2 loading; the other is incorrect save_pretrained checkpoint serialization for Qwen3.5." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Both involve multimodal models, but one is pipeline processor selection and the other is a device-mapping forward mismatch in Gemma4 PLE." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and appear to come from different tokenizer code paths." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Different symptoms and components: SigLIP2 zero probabilities vs Sam3Video CUDA OOM." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated release/dependency complaints: Python version compatibility vs a PEFT minimum-version bump." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue does not match a specific MIN_PEFT_VERSION release problem." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs, but one is a broken SigLIP2 example and the other is an outdated pipeline doc parameter reference." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model loading failures, but for different models and different underlying mechanisms." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "No meaningful overlap: one is a vague placeholder issue, the other is an AttentionInterface behavior regression." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizers/processors, but 43295 is a regression in processor.tokenizer API access while 44779 is incorrect Deepseek tokenization results." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading issues, but one ignores tokenizer.json and the other crashes in Mistral regex patching; different concrete bugs." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Serialization metadata mismatch in save_pretrained is not the same as AutoTokenizer ignoring tokenizer.json on load." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batching shape bug is unrelated to a generic dependency issue." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer patch crash and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Different areas entirely: video-classification processor lookup vs a generic placeholder issue." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different model-specific inference failures: FlashAttention breakage for Ministral-3 vs OCR index error in Kosmos2.5." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are CI/repo-maintenance issues, but one is stale auto_mappings references and the other is leftover dummy classes leaking into the package API." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both involve model weights/embeddings, but one is device-dependent serialization and the other is resize_token_embeddings not propagating to related embeddings." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both are quantization-related, but one is saving failure and the other is loading/dequantized offload failure; not the same bug." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer behavior, but OOM with Adafactor and double optimizer-step calls are different concrete failures." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "No overlap beyond chat-template adjacency; one is a placeholder issue and the other is a specific crash on tool-call assistant messages." + } + ] + }, + "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": 18, + "review_unit_index": 34, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:41628", + "issue:42175", + "issue:42491", + "issue:43065", + "issue:43262", + "issue:43299", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:43653|issue:45593", + "issue:44623|issue:44749", + "issue:44623|issue:45397", + "issue:44261|issue:44263", + "issue:43065|issue:44898", + "issue:43441|issue:44683", + "issue:43723|issue:44162", + "issue:42175|issue:43976", + "issue:44016|issue:45823", + "issue:44361|issue:45593", + "issue:43262|issue:44521", + "issue:44671|issue:44779", + "issue:43673|issue:43761", + "issue:43901|issue:43994", + "issue:44987|issue:45542", + "issue:43784|issue:45542", + "issue:43824|issue:43976", + "issue:43450|issue:44617", + "issue:43525|issue:43881", + "issue:44297|issue:45397", + "issue:44188|issue:44336", + "issue:43525|issue:43643", + "issue:43901|issue:44246", + "issue:41628|issue:43976", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:45561|issue:45563", + "issue:42491|issue:43299", + "issue:44242|issue:45593" + ], + "prepared_review_unit_hash": "ba14f9d83fad29296ccb97bb43d1a6d9922cdee520ff26a75cd9b21a1f5ee2d0", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36101, + "estimated_input_tokens": 9026, + "estimated_eval_tokens": 18308 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs share only broad topical similarity (tokenizers, processors, MoE models, loading, etc.) but not the same concrete bug or change. I found no convincing duplicates among the candidates.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated regressions and feature areas, so there is no single issue that subsumes the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: the set does not form one duplicate family, so selecting a representative issue would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs: BigBirdTokenizer special-token decoding vs D-FINE auxiliary loss handling." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Unrelated: missing processor save files vs a slowdown after upgrading Transformers for data filtering." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Different code paths: processor save/export bug vs gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different issues in separate MoE internals: missing rms_norm_eps vs torch.split return-value handling." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failures: Sam3PixelDecoder dummy Conv2d vs Perceiver non-default-resolution handling." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention, but one is Ministral FlashAttention failure and the other is compiled flex_attention on newer torch; not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Different regressions: AutoTokenizer loading vs ESM2 model breakage." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Different problems: optional TensorFlow backend installation vs Python-version compatibility." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 device-mapping forward mismatch." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Different tokenizer/task error vs auxiliary-loss omission." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve chat templates, but one is sampling-rate defaulting and the other is assistant mask generation for multimodal inputs." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different components: CamemBERT masked-LM predictions vs Deepseek tokenizer results." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Different regressions: GenerationMixin cache during chunked prefill vs CLIPVisionModel hidden_states output." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores is not the same as SigLIP2 model/pipeline incorrect outputs." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Different failures: loading a specific model repo vs missing TensorFlow backend when only tensorboard is installed." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated: sentence-transformers import NameError vs undefined tf backend error." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Different issues: missing Qwen2.5-VL class import vs Python version support." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Different video bugs: batched shape bug vs CUDA OOM." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading failures for different models and attributes; no shared concrete code-path bug." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to gemma-4 zero3 loading." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Different loading/config issues: missing pad_token_id on Llama4Config vs trust_remote_code dropping fields in AutoConfig." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation stale text is unrelated to intermittent import latency." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for AutoImageProcessor is unrelated to Python 3.9/3.10 compatibility." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different failures: Float8 storage lookup vs Qwen3.5-35B chat crash." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI formatting bug and docstring typo are separate maintenance issues." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Test-worker race on captured_info.txt is unrelated to a stale generate() warning." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE, but one is LoRA compatibility across branches and the other is base-model loading failure; not the same concrete bug." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Different loss mechanisms in different models: router load-balancing loss vs D-FINE auxiliary losses." + } + ] + }, + "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": 18, + "review_unit_index": 35, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43526", + "issue:43531", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45561", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:41950|issue:44220", + "issue:43531|issue:45362", + "issue:42886|issue:46132", + "issue:43526|issue:45003", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44336|issue:44485", + "issue:45003|issue:45561", + "issue:43352|issue:45250", + "issue:44246|issue:44871", + "issue:43673|issue:44561", + "issue:36246|issue:43596", + "issue:44242|issue:44857", + "issue:44295|issue:44749", + "issue:44779|issue:45292", + "issue:44162|issue:45200", + "issue:43901|issue:45003", + "issue:45412|issue:46123", + "issue:44496|issue:45003", + "issue:45292|issue:45584", + "issue:44877|issue:45375", + "issue:45292|issue:45701", + "issue:45987|issue:46082", + "issue:43232|issue:44336", + "issue:43257|issue:45137", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:44987|issue:45459", + "issue:44995|issue:45200" + ], + "prepared_review_unit_hash": "e9808093e0da64dffa67197a83fd2a6644270d12fca4e5877d7a5ac49207a481", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36858, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly cross-topic false positives; none looks like the same underlying bug/change. This is a heterogeneous grab bag of issues rather than a true duplicate cluster.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 44246 is the broadest and most discussion-heavy item here, but the set is too heterogeneous for a real canonical duplicate representative.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44246 is the closest thing to a representative issue because it is broad and active, but it still does not subsume the other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Different bugs: position_ids buffer handling vs Gemma-4 ZeRO3 from_pretrained loading." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowdown is unrelated to unrecognized model/config parsing." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Different pipeline paths: video-classification processor lookup vs audio fbank feature extraction." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both Qwen-related, but sliding-window attention and chat crash are different code paths." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading failure is unrelated to AttentionInterface.register behavior 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:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and causes." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: Qwen2_5_VLImageProcessor vs HybridCache." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI color output in loading_report is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules safety bug is unrelated to pytest-xdist file-race behavior." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is a model-specific FA2 unsupported warning; the other is a generic FA2 topic." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency is unrelated to Gemma-3 eos_token_id config inconsistency." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Both are v5 regressions, but one is chunked_prefill cache handling and the other is trust_remote_code import breakage." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a processor class is unrelated to a ZeRO3 IndexError." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss logic and AMP crash in LwDetrImageLoss are different issues." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Buffer access error is unrelated to the reported end-to-end slowdown after upgrade." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression is unrelated to resize_token_embeddings propagation." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token-type-id defaults are different model/config problems." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to sys.modules access." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leak and MaskGenerationPipeline batch-finalization are different bugs." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config loading is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize mismatch is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Granite_speech strict-config loading and Qwen3_5MoeVisionConfig field dropping are different model/config issues." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize bug is unrelated to generic tokenization changes across versions." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache seq-length contract and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs bug after sync_gpus is unrelated to ANSI escape output." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to ZeRO3 deque underflow." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to import latency." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Silent config-field dropping and text_config unwrapping are different composite-config issues." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model load failure on v5.1.0 is unrelated to protobuf exception masking in tokenizer errors." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache crash is unrelated to Gemma 4 mm_token_type_ids defaults." + } + ] + }, + "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": 18, + "review_unit_index": 36, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43482", + "issue:43540", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44977", + "issue:44995", + "issue:45137", + "issue:45229", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45335", + "issue:45356", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:46077", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:43065|issue:43408", + "issue:43475|issue:43540", + "issue:42886|issue:45229", + "issue:44466|issue:45335", + "issue:43653|issue:44162", + "issue:44060|issue:44077", + "issue:45397|issue:45656", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:45137|issue:45600", + "issue:43673|issue:44734", + "issue:43931|issue:44368", + "issue:43065|issue:46123", + "issue:44933|issue:45459", + "issue:44297|issue:44623", + "issue:43232|issue:43673", + "issue:44869|issue:45356", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44871|issue:46132", + "issue:43673|issue:45278", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:42994|issue:43482", + "issue:43475|issue:45381", + "issue:28282|issue:30990", + "issue:45230|issue:45397", + "issue:46077|issue:46123", + "issue:44038|issue:44623", + "issue:43475|issue:43643" + ], + "prepared_review_unit_hash": "bb01e1323dfa22efa87231435c4bc8b1c215b60c479ea861d4530a66de2e9fe5", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37140, + "estimated_input_tokens": 9285, + "estimated_eval_tokens": 18826 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and the soft pairs do not appear to be true duplicates; most are distinct model-, tokenizer-, generation-, or infrastructure-specific regressions.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43646 is the broadest framework-level regression in the set and the closest umbrella for the dominant v5/custom-model initialization breakage theme.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the most representative issue for this cluster because it is general, framework-level, and spans the widest slice of the v5 breakage reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Different SAM3 problems: a dummy Conv2d choice in the pixel decoder vs a model-type mismatch warning in tracker instantiation." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Unrelated model families and failure modes: SAM3 vision encoder output attribute error vs Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading is unrelated to Gemma4 multi-GPU inference OOM." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve tied embeddings, but one is serialization inconsistency while the other is resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Different models and bugs: BigBirdTokenizer special-token registration vs ESM2 being broadly broken." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "A tied-weights warning bug is not the same as the patchtsmixer post_init policy change." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed, but one is a zero3 from_pretrained/loading issue and the other is duplicate optimizer stepping." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Second-forward stale cache crash is a different code path from flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tie_word_embeddings warning during LoRA fine-tuning is unrelated to flash-attention generation malfunction." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "These are different warnings: tie_word_embeddings config noise vs stale num_return_sequences warning in paged generate." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to auto_mappings.py referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both touch generation/cache, but chunked_prefill cache absence and /v1/responses KV indexing are different concrete bugs." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "A weight-shape mismatch on model load is not the same as a tied-weights warning during LoRA fine-tuning." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder dummy layer issue is unrelated to MaskGenerationPipeline dropping the final partial batch." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "A missing image_utils import is unrelated to tokenizer error handling when protobuf is absent." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but tokenizer_class metadata mismatch and missing processor files are different bugs." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "_update_model_kwargs_for_generation after sync_gpus and missing chunked_prefill cache are separate generation-path failures." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: trailing replacement-character decode crash vs codec-handling warning/regression in Kimi-K2.5." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError on tasks and a large performance slowdown after upgrade are not the same defect." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage is much broader than the ESM2-specific failure reported here." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Inconsistent eos_token_id configuration is unrelated to AttentionInterface.register changing callable behavior." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "A missing cache during chunked_prefill is not the same as many import errors after upgrading." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to DeepSpeed calling optimizer.step twice." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance degradation during filtering is unrelated to duplicate optimizer stepping." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "A slowdown after upgrade is not the same as a Qwen3.5-Moe from_pretrained error." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions and different code paths." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM3 video output attribute loss and Qwen2.5-VL video position-id errors are unrelated video-model bugs." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch ImportError and Sentence Transformers hanging on load are not the same issue." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report provides no evidence of the same gemma4 zero3 from_pretrained failure." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 bidirectional-attention mask construction and MaskGenerationPipeline partial-batch handling are different pipeline/model bugs." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files 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": 18, + "review_unit_index": 37, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43525", + "issue:43526", + "issue:43673", + "issue:43704", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44661", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45375", + "issue:45478", + "issue:45561", + "issue:45712", + "issue:45753" + ], + "soft_pairs": [ + "issue:41628|issue:44933", + "issue:42371|issue:45092", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:45081|issue:45103", + "issue:45310|issue:45375", + "issue:41628|issue:44351", + "issue:43873|issue:44945", + "issue:42673|issue:43704", + "issue:43232|issue:44188", + "issue:42831|issue:44222", + "issue:44945|issue:45753", + "issue:42994|issue:43824", + "issue:44222|issue:45310", + "issue:36010|issue:41628", + "issue:43232|issue:44792", + "issue:42175|issue:45712", + "issue:43673|issue:44188", + "issue:44964|issue:45137", + "issue:44038|issue:45310", + "issue:44496|issue:45561", + "issue:43526|issue:45561", + "issue:43504|issue:45561", + "issue:43377|issue:44242", + "issue:42175|issue:44933", + "issue:42222|issue:45200", + "issue:42898|issue:44568", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:43479|issue:44869", + "issue:43278|issue:45137" + ], + "prepared_review_unit_hash": "1139214a302da658fc7ff3235cba338eeeab488d10ecdddc62e2c59c4d43dd80", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37232, + "estimated_input_tokens": 9308, + "estimated_eval_tokens": 18872 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous transformer bug reports with one clear duplicate pair: the repeated Qwen3ForCausalLM VRAM leak report. The rest are related only at a broad subsystem level and should stay separate.", + "confidence": 0.87, + "canonical_issue_reason": "issue:42673 is the strongest canonical issue because it is the earlier, more detailed report and it has an exact duplicate in issue:43704.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best representative of the true duplicate pair in this cluster; it has the clearest wording and richer discussion context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Different import failures for different symbols/modules; same general area but not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance vs meta-init incompatibility for a specific model; unrelated root causes." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "Sam3 vision encoder attribute error vs tokenizer-mapping registration bug; not the same code path." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized save failure and missing pad_token_id are separate model/config problems." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Related Qwen3.5 Moe area, but one is a missing config field and the other is a from_pretrained error; not clearly the same fix." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex crash vs auto-docstring crash from future annotations; unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both involve Qwen3.5 Moe, but one is a generic from_pretrained error and the other is a specific missing field; too broad to merge." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different names and different fixes." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and pipeline-parallel output mismatch are different bugs." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same VRAM leak report with identical title and same affected model; 42673 is the fuller earlier report." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update issue vs attention-kernel divergence under torch.compile; different failure modes." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but accuracy regression and save_pretrained failure are distinct problems." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel wrong output vs Qwen3.5 infinite loop on a specific image are unrelated symptoms." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Model saving failure and an import error for Qwen2.5 VL are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained issue and Qwen3.5 Moe from_pretrained error touch the same family but not the same concrete bug." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports from different namespaces; not the same underlying defect." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation cache handling and a Janus image-generation test failure are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Package extra dependency omission vs leftover dummy classes in repo checks; different concerns." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Chunked-prefill generation cache issue and attention-kernel branching issue are not the same bug." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen model variants and different reported failures; too broad to treat as duplicate." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config loading error vs xdist test-file race; no shared code path." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "Beit image processor label reduction bug and xdist race are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Beit pretrained-load legacy field issue and xdist race are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder vs router-logits load-balancing loss bug are different changes." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend dependency packaging and nonexistent image_utils import are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaulting are separate model-specific bugs." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup behavior change and add_special_tokens BOS/EOS regression are different tokenization issues." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and image_utils import exposure are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang and embedding reinitialization after resize are separate model lifecycle bugs." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config defaults and Whisper timestamp decode crash are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during eval and DeepSpeed deque underflow are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only positive duplicate call, issue:42673 vs issue:43704, is well supported by identical titles and matching model/symptom, and the canonical choice is reasonable. The remaining soft-edge rejections stay appropriately cautious and do not overclaim shared causality." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 38, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46082", + "issue:46132" + ], + "soft_pairs": [ + "issue:43479|issue:44079", + "issue:44623|issue:45310", + "issue:44188|issue:44373", + "issue:42898|issue:45812", + "issue:30333|issue:33290", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:42898|issue:45356", + "issue:43874|issue:45092", + "issue:44060|issue:45125", + "issue:45405|issue:45712", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:44933|issue:45712", + "issue:44448|issue:46132", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:43116|issue:44190", + "issue:43479|issue:43644", + "issue:42831|issue:44623", + "issue:44190|issue:46082", + "issue:44222|issue:44623", + "issue:30333|issue:36331", + "issue:45245|issue:46132", + "issue:41628|issue:42757", + "issue:30333|issue:34689", + "issue:22355|issue:28282", + "issue:45071|issue:46082", + "issue:44206|issue:45103", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:44297|issue:45310", + "issue:44222|issue:44484", + "issue:43723|issue:44977" + ], + "prepared_review_unit_hash": "517e2ab786868edc7dc835c84c9002fa17183e643b88643dcb990eb2be04f278", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38517, + "estimated_input_tokens": 9630, + "estimated_eval_tokens": 19516 + }, + "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 Transformers-v5 similarity, not the same concrete bug. I would not merge any of the proposed soft edges. If one issue must represent the cluster, the Granite tokenizer regression is the best single example because it is concrete, impactful, and well-scoped.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45812 is the clearest high-impact regression in the set: it has a specific failure mode, broad model impact, and a concrete tokenizer correctness problem rather than a vague API complaint.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest standalone issue for triage because it describes a silent correctness regression affecting all Granite models, which is more actionable than the other more generic or peripheral reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Different bugs: Phi4MultimodalConfig default-init handling vs ModelOutput key assignment when a value was previously None." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Both involve save/load flows, but one is missing processor files on save and the other is a Qwen3.5-MoE from_pretrained failure; different code paths and symptoms." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention kernel branching under torch.compile is unrelated to a position_ids docstring issue." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is wrong Granite token IDs; not the same underlying bug." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to Adafactor OOMs in DeepSpeed." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they are for different symbols, different modules, and different root causes." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache tensor indexing in serve is unrelated to the auto_docstring crash caused by future annotations." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Generic tokenizer loading in v5 is not the same bug as add_special_tokens failing to add BOS/EOS for one tokenizer." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions with different symptoms and models; no shared concrete failure path." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior change is unrelated to Kimi codec handling and warning logic." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing get_number_of_image_patches and remote-code meta-init incompatibility are distinct model-loading issues." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "A tied-weights warning bug is not the same as a missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A dependency version bump and leftover dummy class cleanup are unrelated maintenance issues." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer cleanup behavior and Pegasus v4/v5 output drift are different regressions." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer readback and optimizer.step being called twice under DeepSpeed are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import and dummy_pt_objects cleanup are both import-surface problems, but not the same bug." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output changes and AttentionInterface.register behavior changes are different subsystems and failure modes." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained behavior and tokenizer_config class metadata mismatch are unrelated serialization bugs." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer metadata mismatch is unrelated to the DeepSpeed double-step optimizer bug." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "A multi-label classification example returning empty results is different from a local dataset loading failure in another example script." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Incorrect default config initialization is not the same as non-persistent buffers being filled with junk." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "An FP8 accuracy issue is unrelated to missing files in processor.save_pretrained." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Example dataset loading and LlamaConfig validation are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is an FP8 MoE issue and the other is missing processor artifacts; different fixes." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow status reporting is unrelated to the Trainer compute_loss signature change." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-cardinality limits and AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Import failures from different packages/modules with different missing symbols." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow job reporting and Llama 3.2 model loading are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx and missing PyTorch are different import/dependency problems." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Type-checking regression in PretrainedConfig is unrelated to explicit head_dim validation in LlamaConfig." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Unsupported center argument in a feature extractor is unrelated to the auto_docstring annotations crash." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "PyTorch-not-found import error and MLflow failed-job reporting are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow reporting and embedding reinitialization during post_init are different bugs." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to Qwen3.5-MoE from_pretrained failure." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained and max_shard_size default behavior are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3.5 flash-attention generation issue are different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 39, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43232", + "issue:43479", + "issue:43723", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:44038", + "issue:44060", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082" + ], + "soft_pairs": [ + "issue:43232|issue:45834", + "issue:44263|issue:45092", + "issue:43761|issue:46082", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:44514|issue:45103", + "issue:43723|issue:44871", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:42907|issue:46050", + "issue:43723|issue:44991", + "issue:44261|issue:45092", + "issue:44829|issue:46002", + "issue:43723|issue:44442", + "issue:41628|issue:43824", + "issue:42831|issue:45310", + "issue:43479|issue:44913", + "issue:44263|issue:44373", + "issue:42831|issue:44038", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:43232|issue:45593", + "issue:43756|issue:44060", + "issue:42831|issue:45753", + "issue:42886|issue:43066", + "issue:22355|issue:28218" + ], + "prepared_review_unit_hash": "4adf4f2aa035c84a4bc1e0c1ced91139fa229a91e09b44059438ec7c368a3f74", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35476, + "estimated_input_tokens": 8869, + "estimated_eval_tokens": 17994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated Transformers issues. The only clear duplicate pocket is around v5 AutoTokenizer/tokenizer loading regressions; everything else is too far apart in code path and failure mode to merge.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43723 is the broadest tokenizer-loading regression in the set and best serves as the umbrella for the related v5 AutoTokenizer failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the most representative and actionable issue here: it targets the shared tokenizer-loading path that also explains the accepted related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Different code paths: generation kwargs sync behavior vs a long-OCR index error in Kosmos2.5." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GLM DSA indexer tensor-splitting bug is unrelated to remote-code checkpoint/meta-initialization incompatibility." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "Different models and failures: CLIP hidden_states regression vs LlamaConfig head_dim validation." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring typo is not the same as a RoPE implementation bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer reading error and processor.save_pretrained missing files are separate issues." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Both are service-facing crashes, but the chat-completions API rejection and Gemma4Processor _tokenizer crash are different bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA/GLM components, but one is tensor splitting and the other is a missing ReLU; not the same underlying defect." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Processor apply_chat_template batching crash and auto-docstring future-annotations crash are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Both are tokenizer/config regressions, but loading failure and eos_token_id mismatch are different code paths." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are unrelated symptoms." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both touch multimodal model persistence, but remote-code meta-init incompatibility and incorrect visual encoder keys are distinct failures." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both concern quantized model saving, but dequantized Ministrals/Devstrals saving and sinq round-trip breakage are not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": true, + "reason": "Same underlying v5 tokenizer-loading regression: AutoTokenizer/from_pretrained fails to load tokenizers." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision issue is unrelated to old InternVL2 checkpoint meta-initialization failure." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention training degeneration and NaNs on checkout/init are separate training stability problems." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": true, + "reason": "Same concrete failure class: AutoTokenizer/from_pretrained cannot load a tokenizer under v5." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they are different missing exports/classes and likely different fixes." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy loss and Qwen3.5 from_pretrained failure are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Different config bugs in different models: default subconfig initialization vs rotary_pct not persisting on reload." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Tensor-splitting logic and a position_ids docstring typo do not share the same underlying bug." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3-VL-Moe loading bug are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer offset_mapping corruption and missing BOS/EOS insertion are different tokenizer behaviors." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing huggingface_hub symbol is too different from a broad 'many import errors' report to treat as the same bug." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache tokenizer loading and quantized model saving failures are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation sync_gpus handling and D-FINE auxiliary-loss behavior are unrelated code paths." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE-layer truncation in Smollm3 and Qwen3-Next tied-weights warning bug are different model-configuration issues." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3_5 infinite loop on a specific image are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache loading and wrong tokenizer decoder type in v5 are different tokenizer bugs." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "ONNX import failure and extra-space added-token behavior are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: most pairs are clearly different bug classes by title, and the only accepted pocket around issue:43723 is conservatively justified by the repeated v5 AutoTokenizer/tokenizer-loading failures in related issues. No soft-edge verdict overstates the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 40, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28218", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43576", + "issue:43646", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44671", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45278", + "issue:45290", + "issue:45600", + "issue:46002", + "issue:46132" + ], + "soft_pairs": [ + "issue:43576|issue:43784", + "issue:43122|issue:44521", + "issue:44671|issue:46132", + "issue:44117|issue:44704", + "issue:43646|issue:46002", + "issue:42371|issue:44263", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:41628|issue:45278", + "issue:43232|issue:44743", + "issue:44704|issue:45290", + "issue:42907|issue:44945", + "issue:44261|issue:44373", + "issue:43784|issue:45600", + "issue:43122|issue:44514", + "issue:39401|issue:44488", + "issue:43976|issue:44945", + "issue:42907|issue:43937", + "issue:43408|issue:43475", + "issue:44360|issue:44485", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:42907|issue:44964", + "issue:44038|issue:44297", + "issue:28218|issue:30990", + "issue:44038|issue:44295", + "issue:43122|issue:44779", + "issue:43824|issue:44351", + "issue:36296|issue:43116", + "issue:42907|issue:43452", + "issue:44038|issue:44222" + ], + "prepared_review_unit_hash": "2c850dcd099f1268bb1adad679c7221ad5529b907b6a99ab34e245910b5a0da5", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36786, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most pairs only share a broad subsystem (tokenizers, generation, imports, multimodal models, or v5 regressions) but not the same concrete bug or change. I would not merge any of the soft edges as duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "If one issue must anchor the cluster, #43122 is the broadest tokenizer-regression report and is the closest fit to the few tokenizer-related items, but the set is too mixed to be a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#43122 is the best single issue to represent the cluster because it describes a concrete version-regression in tokenization behavior, which is the most recurring theme among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Different problems: broken transformers env command vs a sentence-transformers import NameError." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenization, but one is a version-to-version tokenization change and the other is assistant_masks being all zero in multimodal chat templates." + }, + { + "left": "issue:44671", + "right": "issue:46132", + "accept": false, + "reason": "Masked-LM prediction bug in CamemBERT is unrelated to AttentionInterface.register changing function behavior." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling is a from_pretrained mapping bug, while the other is AutoProcessor kwargs propagation to cached_file." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage is a different failure mode from NaNs in classification heads after checkout/init." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API-setting guidance is unrelated to the GlmMoeDsaIndexer torch.split return-value issue." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang in sentence-transformers is not the same bug as a MacOS bus error with a CLIP model." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after buffer registration and tokenizer_class mismatch on save_pretrained affect different code paths." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing AutoImageProcessor import is not the same as many unrelated import errors after upgrading." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Generation kwargs sync bug and Qwen3.5 recurrent-state reset are different generation paths and symptoms." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Passing kwargs to cached_file is unrelated to chat-template crashes with tool-call assistant messages." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is a save/load bug, not a pipeline-parallelism output bug." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Missing rms_norm_eps in MLA config and a wrong position_ids docstring are not the same underlying issue." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import failure is unrelated to stale auto_mappings references breaking CI." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "These are both tokenizer-related, but one is general tokenization regression and the other is batched apply_chat_template crashing with padding=False." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset_mapping is a tokenizer alignment bug, while loading cjvt/sleng-bert is a model loading issue." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility in 5.1.0 is unrelated to incorrect LLM output under pipeline parallelism." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Model save failure for dequantized models is different from invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "A model-type mismatch warning is not the same bug as a missing fpn_position_embeddings attribute." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenizer behavior, but offset_mapping corruption and multimodal assistant_masks are different outputs and code paths." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to degenerate training with flash_attention_3." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty multi-label classification results in an example script are not the same as missing mm_token_type_ids defaults for Gemma 4 fine-tuning." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized models and loading Phi-4 multimodal instruct are separate model lifecycle bugs." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading issues are unrelated to tokenizer_class being written incorrectly on save_pretrained." + }, + { + "left": "issue:28218", + "right": "issue:30990", + "accept": false, + "reason": "Extra-space tokenization bug and loading hang have no common failing code path." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe loading and position_ids buffer access are unrelated issues." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and different symptoms; not the same concrete bug." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import and missing HybridCache import are separate import/export regressions." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug is unrelated to multi-label classification returning empty results." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save_pretrained failure and gguf_file breaking from_pretrained are different loading/saving paths." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe model issues are not the same as FP8 save_pretrained problems, even if both mention MoE." + } + ] + }, + "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": 18, + "review_unit_index": 41, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43784", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + 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"issue:44038|issue:45478", + "issue:45357|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:43937|issue:45563", + "issue:44380|issue:46077", + "issue:33453|issue:39401", + "issue:43827|issue:45446", + "issue:39401|issue:44779" + ], + "prepared_review_unit_hash": "a61d0c5bbfb8b43a327660a7c5828761a47f675b45fbab3bd67a9d5537c220ec", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35397, + "estimated_input_tokens": 8850, + "estimated_eval_tokens": 17956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose similarity group of mostly unrelated Transformers issues. The pairs often share broad themes like v5 regressions, tokenization, or import failures, but they describe different concrete code paths and should not be deduplicated.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set and best matches the cluster\u2019s loose theme of v5 breakages/import regressions, even though it is not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 has the clearest high-level framing for an umbrella cluster, but it is still too broad to represent the other reports as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a save_pretrained checkpoint regression and the other is a from_pretrained load error; different code paths." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different packages." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import failure vs a flex_attention version check bug; unrelated causes." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Training/eval dtype mismatch is unrelated to wrong outputs under pipeline parallelism." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "onnx module import failure vs slow/fast tokenizer inconsistency; different problems." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer behavior regression vs flash-attention generation failure; not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3 loading is unrelated to bfloat16 dtype mismatches in CI." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model-specific multimodal issues with no clear shared failing code path." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing import vs broad import-error umbrella; related theme, not duplicate." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder type regression and Deepseek tokenization errors are distinct model/path failures." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5 weight loading issue vs AutoProcessor kwargs forwarding bug." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Different subsystems: ONNX import path vs LayoutLMv3 error messaging." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Invalid GenerationConfig vs GLM-5 RoPE discussion; separate issues." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base-model-prefix loading regression vs NaNs in classification heads after init/checkpointing." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support regression vs PyTorch version check bug; unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "vitpose import/model breakage vs FlashAttention failure for Ministral-3; different model code paths." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example script multi-label issue vs SigLIP2 implementation discrepancy." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings API migration is unrelated to GLM46V multimodal token counting." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD arguments ignored and evaluate-after-train failure are separate trainer bugs." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state bug vs missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3 variants, but one is a general model bug and the other is a from_pretrained regression; not the same fix." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained writes wrong visual encoder keys, while 45478 is a load-time from_pretrained error." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script classification output bug vs misleading pipeline error message; different areas." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Qwen3_omni_moe feature-length helper issue vs flex_attention import version-check bug." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation and stale num_return_sequences warning are distinct generate() issues." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Different attention/masking regressions in different models; too broad to merge." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer-loading regression vs Qwen3 offset_mapping bug; not the same concrete failure." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() vs PyTorch version gating; unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models 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": 18, + "review_unit_index": 42, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44466", + "issue:44483", + "issue:44484", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45464", + "issue:45542", + "issue:45561", + "issue:45588", + "issue:46002" + ], + "soft_pairs": [ + "issue:44117|issue:45588", + "issue:42673|issue:43906", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:45405|issue:45446", + "issue:45341|issue:45561", + "issue:38617|issue:41628", + "issue:44117|issue:45081", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:39401|issue:43421", + "issue:42673|issue:43582", + "issue:44484|issue:45310", + "issue:42617|issue:45341", + "issue:42371|issue:44261", + "issue:44933|issue:45278", + "issue:42490|issue:42673", + "issue:43408|issue:43742", + "issue:42222|issue:45542", + "issue:38617|issue:44220", + "issue:43937|issue:44496", + "issue:42175|issue:42222", + "issue:43066|issue:43122", + "issue:44483|issue:45464", + "issue:42371|issue:42831", + "issue:43012|issue:43577" + ], + "prepared_review_unit_hash": "397a20173f97075328bd2a4b7d29f83c1af2fb028f1be57c3cf5dc6006cac533", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35426, + "estimated_input_tokens": 8857, + "estimated_eval_tokens": 17970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are separate import/config/tokenization/model-specific regressions, not duplicates of one another. No soft pair appears to be the same concrete bug/change, so none are merged.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45278 is the broadest and most representative report in the set ('Many import errors after update from 4.57.0 to 5.5.0'), capturing the main recurring regression theme better than the narrower one-off model/API bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single issue to anchor the cluster because it has the widest user impact and most generic failure mode among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Both involve tokenizer-related code, but one is a missing mapping fallback and the other is a flash-attention crash on sink-less models; different code paths and symptoms." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "Same model family is not enough here: VRAM leakage in multithreaded dataloaders is unrelated to an isolated reproduction of another issue." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: invalid GenerationConfig for GLM-5 versus flash-attention generation problems for Qwen3.5." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Inconsistent lm_head serialization/tied-weights behavior is unrelated to NaNs in classification heads during checkout/init." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "One is an unexpected init_empty_weights argument error; the other is a PretrainedConfig type-checking regression. Same release, different bug." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape handling and missing-torchvision AutoProcessor crash are separate preprocessing issues." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency minimum-version bump and a flex_attention PyTorch version check bug are not the same underlying change." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both mention testing_utils, but one is a generic bug while the other is a specific xdist race on captured_info.txt; not the same concrete defect." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different modules; no shared failure mechanism is evident." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None and Mistral regex patch crashing on backend_tokenizer are different tokenizer internals bugs." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different model families and surfaces: missing projections in qwen3next versus a from_pretrained error for Qwen3.5 MoE." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention 3 training degeneration and Qwen3.5 save_pretrained checkpoint corruption are distinct regressions." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Wrong offset_mapping and stale post-processor updates after runtime special-token edits are both tokenizer issues, but not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "A Qwen3.5 multithreading VRAM leak and an Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A chat/completions API rejection and a Qwen3.5 from_pretrained error are different layers of the stack and different failure modes." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A runtime failure in 3d_parallel.py is not the same as a small testing_utils bug." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "Both mention precision/norm settings, but TF32 API guidance and missing rms_norm_eps causing MLA precision drift are separate issues." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A missing image_utils import is a specific export bug; the other is a broad umbrella report about many import errors after upgrading." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Trailing-slash local-model import warnings are unrelated to the Qwen3.5 VRAM leak." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A sam3_video vs sam3_tracker type warning is not the same as a key error loading MobileLLM-125M." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose breakage and missing TensorFlow backend due to tensorboard-only install are unrelated failures." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation and an _torch_extract_fbank_features issue affect different subsystems." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid generation config and unrecognized model/config.json errors are both config-related, but they are different concrete bugs." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "A packaging/dependency backend issue is not the same as VitPose model breakage." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regression reports, but one is a decoder-type mismatch while the other is a broader tokenization-difference complaint; not enough evidence for one underlying bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both touch chat/completions, but one is a general request acceptance failure while the other is a streaming inference failure on a specific model." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior settings and FineGrainedFP8 accuracy problems are different numerical precision concerns." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch warning when compiling bfloat16 models and BLIP2 dtype staying float32 on load are related only by dtype, not by 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": 18, + "review_unit_index": 43, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44075", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44704", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45459", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45656", + "issue:46050", + "issue:46123" + ], + "soft_pairs": [ + "issue:44075|issue:45656", + "issue:43673|issue:45341", + "issue:44410|issue:45478", + "issue:44484|issue:45478", + "issue:43097|issue:44493", + "issue:41628|issue:45071", + "issue:44263|issue:44485", + "issue:43874|issue:44261", + "issue:43012|issue:43408", + "issue:45071|issue:45542", + "issue:42222|issue:45459", + "issue:43441|issue:44829", + "issue:43931|issue:44410", + "issue:43673|issue:46123", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44117|issue:44987", + "issue:43408|issue:44368", + "issue:43986|issue:44484", + "issue:43874|issue:44263", + "issue:43531|issue:45341", + "issue:43986|issue:45372", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:43097|issue:45588", + "issue:38617|issue:44351", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:44038|issue:44410", + "issue:43502|issue:43992", + "issue:43097|issue:43873", + "issue:44704|issue:45103", + "issue:43986|issue:44117" + ], + "prepared_review_unit_hash": "28a40a5bd06d662e4af6c3d2f9cca72c35fa8ad8277b3deeb8d934f9c26e78fb", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 39066, + "estimated_input_tokens": 9767, + "estimated_eval_tokens": 19790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft matches are mostly superficial: they share broad themes like imports, model loading, FlashAttention, or specific model families, but they do not point to the same concrete bug or change. I would not merge any of these pairs as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Different optimizer problems: unused SGD arguments vs double optimizer stepping under deepspeed." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated areas: generation cache chunked_prefill bug vs a testing_utils issue." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Same family name only; one is missing Qwen3Next projections, the other is a from_pretrained loading error for Qwen3.5 MoE." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Max shard size question is unrelated to the Qwen3.5 MoE loading failure." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings warning is not the same as unexpected position-id keys." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Different failures: missing AutoImageProcessor import vs PretrainedConfig type-checking regression." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Both involve GLM, but one is torch.split return handling and the other is RoPE implementation." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different code paths: image processor helper missing a method vs MLA q_a_layernorm precision/config issue." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "A bfloat16 precision warning is unrelated to a model-type mismatch warning." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type checking regression is unrelated to the TensorFlow backend detection problem." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "Vitpose model breakage is unrelated to tokenizer protobuf error masking." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention, but one is a load-time failure for Ministral-3 and the other is a training-degeneration bug under flash_attention_3." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different model families and symptoms: Qwen3-VL weight shape mismatch vs Qwen3Next missing projections." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache during chunked_prefill is unrelated to final-partial-batch dropping in MaskGenerationPipeline." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Related Qwen family, but the bugs are different: weight-shape mismatch vs Qwen3-VL-MoE loading issues." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction is unrelated to the PretrainedConfig typing regression." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings warning is unrelated to gguf_file tokenizer/model loading breakage." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils has nothing to do with testing_utils." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model AutoProcessor crash without torchvision is unrelated to the testing_utils bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling is not the same as loading physical-intelligence/fast failing on v5.1.0." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Different warning classes and model families: sam3_tracker mismatch vs tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor video-model crash is unrelated to the max_shard_size documentation/question issue." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing image-patch helper and torch.split return handling are different bugs in different GLM/Vision code paths." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different processor-loading failures: missing torchvision vs missing ReasoningEffort import." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportError reports, but for different removed/moved symbols from different packages." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM-related bugs: missing rms_norm_eps in MLA vs RoPE implementation concerns." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Optimizer state corruption under FSDP2/PEFT is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A config warning about removed tie_embeddings is unrelated to quantized save/load breakage." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Tie-embeddings warning is unrelated to the flash_attention.py s_aux=None crash." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: layer_type_validation vs HybridCache." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3Next missing projections and Qwen3.5MoeVisionConfig field dropping are different config/model bugs." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-family issues, but one is Qwen3-VL-MoE loading and the other is Qwen3Next layer projections." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leakage is unrelated to UMT5Encoder missing embed_tokens.weight." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed tie_embeddings warning is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "cached_file kwargs forwarding is unrelated to auto_docstring crashes under postponed annotations." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video AutoProcessor/torchvision loading crash is unrelated to tokenizer mapping None handling." + } + ] + }, + "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": 18, + "review_unit_index": 44, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43792", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:45276", + "issue:45290", + "issue:45381", + "issue:45478", + "issue:45479", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:43824|issue:43986", + "issue:43066|issue:43906", + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43825|issue:44655", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:43352|issue:44380", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43792|issue:46123", + "issue:43352|issue:43976", + "issue:44380|issue:46132", + "issue:44380|issue:45479", + "issue:43064|issue:44380", + "issue:44483|issue:44514", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:43208|issue:43526", + "issue:43012|issue:44683", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:43618|issue:43761", + "issue:43618|issue:44380", + "issue:44038|issue:44230", + "issue:38617|issue:43502", + "issue:44483|issue:45290", + "issue:44483|issue:45381", + "issue:43756|issue:44485", + "issue:43299|issue:43867", + "issue:36683|issue:43475", + "issue:43299|issue:45753", + "issue:45276|issue:46077", + "issue:42994|issue:44655" + ], + "prepared_review_unit_hash": "e9a28f144a8137f7b9a8ab06530a3332fcf6123a00280d4ecfcfbff89fa3be1d", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37663, + "estimated_input_tokens": 9416, + "estimated_eval_tokens": 19088 + }, + "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 import errors, saving/loading, or attention backends, but not the same concrete bug or code change. No pair is safe to merge as a duplicate.", + "confidence": 0.58, + "canonical_issue_reason": "No single canonical issue stands out; the cluster is heterogeneous and the soft pairs do not form a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44380 is the best standalone anchor because it is a concrete, well-scoped regression and sits in the most connected soft-similarity neighborhood among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Different failures: missing class import vs AutoProcessor crash without torchvision." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "No evidence of the same tokenizer bug; one is a decoder-type issue, the other is just a reproduction of another report." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated models and symptoms: xLSTM training bugs vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Different save/load paths: missing embed_tokens weight vs max_shard_size behavior." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task-message bug vs saving Pipeline objects; different underlying code paths." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Warning-only precision regression vs hard torch.compile failure on a different model path." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Different warnings in different code paths: compile precision warning vs tie_word_embeddings warning." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different problems: unsupported Flash Attention 2.0 vs GPT2 attention scaling ignored under backends." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is dequantized model saving and the other is Pipeline save_pretrained." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Completely different bugs: saving dequantized models vs an image-triggered infinite loop." + }, + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Whisper runtime failure and mask-generation partial-batch dropping are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Different issues entirely: model/attention support vs Python-version compatibility." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention scaling under backends vs AttentionInterface.register changing callable behavior; not the same bug." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Different symptoms and scope: GPT2 backend scaling bug vs sequence-classification zero-loss bug." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption vs GPT2 attention scaling; unrelated failures." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions API rejection vs processor batching crash; different layers and defects." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Related MoE/fp8 terminology, but one is save_pretrained and the other is from_pretrained loading." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Different errors: Gemma3Config missing vocab_size vs Apple Silicon TypeError in allocator warmup." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Different subsystems: xLSTM training bugs vs BEiTImageProcessorFast label reduction." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Both mention compilation, but one is a precision warning and the other is a flex_attention failure on new torch." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path import warning with trailing slash vs bfloat16 compile warning; not the same issue." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different modules and different missing symbols." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one drops attentions and the other hidden_states; no proof of one underlying fix." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different models and outputs: CLIP output regression vs GPT2 attention scaling." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family, but one is a general v5 bug and the other is fp8 inference support; not the same change." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different import/config bug vs local_files_only network-request bug." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat endpoint acceptance failure vs apply_chat_template crash on tool-call messages." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Chat/completions request rejection and Qwen2.5-VL video position IDs are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different implementation defects." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different loading failures: Qwen3-VL-Moe breakage vs sorted state_dict load error." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing-attribute bugs on different model outputs and different attributes." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3-VL-Moe loading regression vs Qwen3.5 image-induced infinite loop; unrelated." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both Gemma4-related, but one is token embedding resize propagation and the other is attention-mask construction." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model save failure vs saving Pipeline objects; different save_pretrained code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 45, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36010", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42490", + "issue:42757", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43066", + "issue:43352", + "issue:43525", + "issue:43575", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43901", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44355", + "issue:44380", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45593", + "issue:45850", + "issue:46077", + "issue:46082" + ], + "soft_pairs": [ + "issue:43901|issue:44655", + "issue:36010|issue:42757", + "issue:42898|issue:43066", + "issue:43352|issue:43937", + "issue:44077|issue:44380", + "issue:43867|issue:45216", + "issue:36683|issue:44077", + "issue:43611|issue:44655", + "issue:44625|issue:46077", + "issue:43976|issue:44938", + "issue:46077|issue:46082", + "issue:43352|issue:45593", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:44263|issue:45440", + "issue:36683|issue:44242", + "issue:43352|issue:43931", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:43867|issue:45375", + "issue:44355|issue:44855", + "issue:41669|issue:44246", + "issue:36683|issue:43064", + "issue:44938|issue:45071", + "issue:42890|issue:45561", + "issue:43867|issue:45357", + "issue:43010|issue:45850", + "issue:43992|issue:45478", + "issue:44938|issue:45381", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:42490|issue:44075", + "issue:36296|issue:43575" + ], + "prepared_review_unit_hash": "f7eb54917665c72d36ba16fcfd266f5363e4c8d5d68c66d1fcdfa8699d9ec876", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37417, + "estimated_input_tokens": 9355, + "estimated_eval_tokens": 18966 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose bundle of Transformers v5 regressions and unrelated model/config issues. The best umbrella issue is the broad post-upgrade import-regression report, but none of the soft-edge pairs look like the same concrete bug/change.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45278 is the broadest representative of the recurring v5 upgrade/import-breakage theme; it reads like an umbrella report rather than a narrow one-off symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most useful global representative for the cluster because it captures the shared \u2018after upgrade to v5, imports break\u2019 pattern better than the model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs wording about return_all_scores vs a save_pretrained pipeline serialization bug; different API surfaces and failure modes." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different packages ('GenerationMixin' vs 'is_offline_mode')." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Tokenization cleanup behavior change and tokenizer decoder type are unrelated regressions." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support error vs invalid GenerationConfig; different code paths and fixes." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "Both involve ignored settings, but one is optimizer args and the other is attention scaling under SDPA/FlashAttention; not the same bug." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Generic load failure when state_dict is sorted vs Qwen3.5 save_pretrained producing incorrect checkpoints; different directions and causes." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Missing Gemma3Config vocab_size and ignored SGD args are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading regression and Pipeline save_pretrained failure are separate serialization problems." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "num_labels propagation and Gemma4 bidirectional attention masking are different model config bugs." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are interpreter/version compatibility reports, but for different Python versions and different underlying failures." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask construction and LlamaConfig head_dim validation are unrelated config issues." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Unsupported Flash Attention and missing auxiliary losses in D-FINE are unrelated model behaviors." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Missing vocab_size and missing pad_token_id are separate config-attribute regressions for different models." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions missing and Qwen3.5 checkpoint corruption are different feature regressions." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer vs DeepseekV3MoE divergence are not the same code-path." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "A missing config attribute and a missing load-balancing loss term are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Flash Attention 2 support error and Qwen3-VL weight-shape mismatch are different model-loading problems." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer state corruption under FSDP2/PEFT and a typo in cache strategies are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "no_grad decoration for cache updates and broad import regressions are different subsystems." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 Moe from_pretrained error are different model-specific load issues." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Generic state_dict sorting load error and missing deepstack_visual_indexes in Qwen3.5 vision config are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file loading errors and Python 3.13 torch.jit.script parse failures are different import-time failures." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-star performance regression and occasional slow import reports may rhyme, but they do not describe the same fixable defect." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config attribute loss and FSDP2 optimizer-state mismatch are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure and PretrainedConfig type-checking breakage are different regression classes." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Flaky tests from missing set_seed and an xdist race on captured_info.txt are different test-infrastructure issues." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Sorting-related load error vs incorrect visual encoder keys on save_pretrained are different serialization bugs." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Cache update no_grad decoration and a vague 'too many models break' report are not the same underlying bug." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5/UMT5 loading failures with different missing or malformed state_dict expectations." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Python 3.14 import failure and Qwen2.5-VL video position-id bug are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache-update autograd safety and Python version compatibility are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Missing CLIPOutput attentions and unused optimizer args are different regressions." + }, + { + "left": "issue:42490", + "right": "issue:44075", + "accept": false, + "reason": "Trailing-slash import warning and ignored SGD args are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and tensor-parallel OOM on model load are both TP-related, but not the same concrete failure or fix." + } + ] + }, + "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": 18, + "review_unit_index": 46, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43827", + "issue:43867", + "issue:43874", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44484", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44857", + "issue:44961", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45125", + "issue:45341", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45600", + "issue:46132" + ], + "soft_pairs": [ + "issue:28282|issue:33453", + "issue:44360|issue:45440", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:42548|issue:44351", + "issue:43723|issue:44556", + "issue:43576|issue:46132", + "issue:44387|issue:44556", + "issue:42890|issue:45341", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:42831|issue:43874", + "issue:44315|issue:44360", + "issue:43502|issue:44961", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:44355|issue:44655", + "issue:44222|issue:44230", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43576|issue:45071" + ], + "prepared_review_unit_hash": "497d49770f8ff8d7637ccca971082139c59db6e4bd2d901aff2fbb8241e48b7f", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38150, + "estimated_input_tokens": 9538, + "estimated_eval_tokens": 19332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated issues with only loose overlap around v5 loading regressions and model/API breakages. None of the soft pairs look like the same underlying bug or change, so I would keep them separate.", + "confidence": 0.29, + "canonical_issue_reason": "44556 is the most representative issue in this set because it describes a concrete, user-visible v5 upgrade reload regression affecting checkpoint loading.", + "canonical_pr_reason": null, + "best_issue_reason": "44556 is the strongest overall issue candidate: it is specific, actionable, and impacts a common load/reload path rather than being a docs/test-only report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Both are loading-related, but one is a missing PyTorch import and the other is a tokenizer loading regression; different failure modes." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA/ReLU discussion is unrelated to DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "One is a state_dict sorting load bug, the other is a save_pretrained shard-size question; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP attentions assignment and LwDetr AMP crash are different model/runtime bugs." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different symptoms: CLIPOutput metadata vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky test due to missing seed is not the same as a Phi-4 multimodal load failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both mention CI/test failures, but they are separate tests and separate root causes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Different CI failures in different code paths; no shared underlying defect is evident." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leakage and AddedToken keyword collision are unrelated bugs." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different exported symbols and likely different breakages." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint reload regression overlap only broadly on loading, not the same concrete bug." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env command and AttentionInterface.register behavior change are unrelated features." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "CUDA memory/OOM under int4 quantization is a different problem from checkpoint reload failure." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Different test utilities issues with no evidence they are the same defect." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained support and missing tensor-parallel plan are separate feature gaps." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/layer no_grad decoration and Sam3PixelDecoder dummy Conv2d are unrelated changes." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "API calls despite local_files_only and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python errors and Chinese-reported data slowdown after upgrade are not the same underlying bug." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 MoE-related, but one is tensor-parallel metadata and the other is a from_pretrained loading error." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting after failed training is unrelated to tokenizer loading regressions." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing tp plan and missing deepstack_visual_indexes are distinct model/config issues." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation internals, but they affect different methods and different failure modes." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Stuck Sentence Transformers loading and documentation confusion in forward args are not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network access under local_files_only and FP8 save_pretrained are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related loading regressions, but they involve different models and distinct code paths." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy and missing image-processor helper are unrelated problems." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application and DSA ReLU discussion have no meaningful overlap." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only network leakage is unrelated to the racoon issue." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors and PretrainedConfig type checking are separate regressions." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and the racoon issue are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting and tensor parallel training are different domains and different bugs." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and save_pretrained on Pipeline objects are different issues." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained support and FP8 inference support are related in area but not the same concrete bug." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 multimodal model-loading breakage are distinct model-specific failures." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing is_offline_mode export and broken env command are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor parallel training bug are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python errors and type-checking breakage are not the same underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 47, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:31795", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44230", + "issue:44246", + "issue:44261", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095" + ], + "soft_pairs": [ + "issue:43576|issue:43824", + "issue:41628|issue:42548", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:38617|issue:43576", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:43673|issue:44492", + "issue:41628|issue:44355", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:45362|issue:45850", + "issue:44261|issue:44360", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:44393|issue:45753", + "issue:44230|issue:46095", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:43572|issue:45850", + "issue:42371|issue:44492", + "issue:45278|issue:45850", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:44704|issue:44908", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44297|issue:45230", + "issue:44295|issue:45230" + ], + "prepared_review_unit_hash": "7d03c5360ab5defcafdcb63edee6aa750a78f9c463cb31874a4df5147de54508", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38141, + "estimated_input_tokens": 9536, + "estimated_eval_tokens": 19328 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous, but the closest recurring theme is Transformers v5 API/import breakage. Issue 45278 is the best umbrella representative; none of the soft pairs look like true duplicates of the same concrete bug/change, so I reject them all.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45278 is the broadest and most representative of the recurring v5 breakage/import-regression theme, without being as vague as the catch-all complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 best captures the cluster\u2019s dominant pattern (many import/API regressions after upgrading to v5), even though the cluster is not a tight duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Both are v5-era breakage reports, but one is about the `transformers env` command and the other is a missing model import; different code paths and fixes." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different public symbols (`AutoImageProcessor` vs `PreTrainedModel`); too broad to treat as the same bug." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion about `forward` arguments is unrelated to an `ImportError` for `layer_type_validation`." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The titles are unrelated and do not point to the same model, subsystem, or failure mode." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "A missing import of `layer_type_validation` is not the same issue as the broken `transformers env` command." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated titled issue do not share a concrete bug." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to the other issue." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache behavior during chunked prefill is unrelated to a typo in cache strategy docs/text." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "An import error for `AutoImageProcessor` is a different problem from errors when running compiled Python files." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training and text-classification pipeline docs are different subsystems and different bug classes." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training is unrelated to the BeitImageProcessorFast `reduce_labels` bug." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen3.5 chat crash is not the same concrete bug as a broad complaint that v5 breaks many models." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "Missing `rms_norm_eps` in MLA q_a_layernorm and a missing ReLU in the DSA indexer are unrelated implementation issues." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "`processor.save_pretrained(...)` missing files is too specific to merge with a generic bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior and a TensorBoard/TensorFlow backend error are different issues." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen models, but one is a general v5/Qwen3-VL-Moe problem and the other is missing `_tp_plan` for tensor parallelism; different fixes." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading not working and unsafe `sys.modules` access are not the same failure." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox output errors are unrelated to `PretrainedConfig` type-checking regressions." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "A broken CLI command and checkpoint reload incompatibility after upgrade are different problems." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL-family reports, but one is 2D bbox hallucination/error and the other is an infinite loop on a specific image; not the same concrete bug." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE and a DeepSeekV4 weight-conversion question are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing `pad_token_id` on `Llama4Config` is not the same as broad v5 model breakage." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Removing `import *` usage and a missing generation cache in chunked prefill are unrelated code changes." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern loading checkpoints in v5, but one is a broad reload regression and the other is a remote-code/meta-init incompatibility; not clearly the same concrete bug." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategy wording is not the same as a broad claim that v5 breaks too many models." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Missing `pad_token_idx` in `StableLmConfig` is a specific config bug, not the same as a generic v5 breakage complaint." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API settings and a cache-strategy typo are unrelated." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5-regression complaints, but one centers on import errors after upgrade and the other is an unspecific general complaint; too vague to merge as one bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "A flaky test due to missing `set_seed()` is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow imports are not the same as lazy loading malfunctioning." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "`AutoProcessor.from_pretrained` not forwarding kwargs to `cached_file` is unrelated to inverse-sqrt scheduler kwargs." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "A model-type warning and Liger Kernel application under `model_init` are different issues." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL bbox output issues are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support for NemotronH is unrelated to Qwen3-VL bbox hallucination/error." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "The `transformers env` command and scheduler kwargs are different code paths." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch is not the same as a generic bug report." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Reading `position_ids` after registering as a buffer is a specific model bug, not a generic report." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 48, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43827", + "issue:43874", + "issue:44077", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:44998", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46095" + ], + "soft_pairs": [ + "issue:41669|issue:44351", + "issue:44908|issue:45071", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:41669|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "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:31515|issue:31795", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43298|issue:46095", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "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:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623" + ], + "prepared_review_unit_hash": "6be9731d5cb0d9f5aa9f861488319da6815ee7f0d7baa5ecda002ac2ff0d6952", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 43, + "serialized_chars": 39894, + "estimated_input_tokens": 9974, + "estimated_eval_tokens": 20204 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated closed issues were grouped together; the only obvious near-duplicate pair is the Qwen3.5 MoE from_pretrained regression report, but the listed soft edges do not describe the same underlying bug closely enough to merge.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45310 is the clearest concrete regression report in the set, and issue:45478 appears to be the later duplicate with the same title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 best represents the cluster\u2019s strongest specific bug report: a versioned from_pretrained failure with a concrete model family and reproduction context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Different failures: import-star cleanup/performance issue vs missing HybridCache import error." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Unrelated subsystems: scheduler kwargs bug vs PretrainedConfig type-checking regression." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Broad import cleanup issue is not the same as a testing_utils bug." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "A cache-strategy typo and pipeline-parallelism wrong-output bug are not the same code-path problem." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "Specific GLM46V image-processor AttributeError vs a generic complaint that many models break." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and failures: Qwen3-VL bbox output issue vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init validation and tied-weight-key crash are distinct issues." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-star performance problem is not the same as a scheduler configuration bug." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward args is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger-kernel application with model_init and flash_attention_3 training degeneration are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken transformers env command and lazy-loading failure do not share the same concrete fix." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained omission and tied-weight-key AttributeError are different save/load paths." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained regression; no evidence they are the same bug." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading malfunction and scheduler kwargs ignoring timescale are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL processor is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp bug and scheduler bug are different code paths." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star usage/perf issue does not match a VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Forward-doc confusion and Llama 3.2 vision model loading breakage are not duplicates." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and forward-doc confusion are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger-kernel application issue is not the same as meta-initialization incompatibility for old InternVL2 checkpoints." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are different model-specific bugs." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads is unrelated to RoPE implementation correctness." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support and a deepseekv4 weight-conversion question are not the same bug/change." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network leakage and Qwen3VL timestamp calculation are different issues." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 config deprecation guidance is unrelated to a VRAM leak bug." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation and processor.save_pretrained missing files are separate processor bugs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp math and Qwen3ForCausalLM VRAM leakage are not the same failure." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to Gemma-4 audio encoding." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "GlmMoeDsaIndexer split semantics and Gemma-4 audio positional encoding are different bugs." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "RMS norm epsilon precision issue in MLA is not the same as Gemma-4 audio positional encoding." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Unexpected tokenizer behavior across v4/v5 and wrong decoder type in v5 are related to tokenizers but not the same concrete bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and the unrelated placeholder issue titled 'Unemployment' do not match." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and the placeholder issue are clearly unrelated." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key crash and chat-template crash with tool calls are different code paths." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Generic placeholder issue and broad 'many models break' complaint are not duplicates." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Placeholder issue and testing_utils bug are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight-key AttributeError." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is not the same as tied-weight-key handling." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and an import error for layer_type_validation are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 Qwen3-VL/Qwen3.5 MoE support is a different request than processor.save_pretrained missing files." + } + ] + }, + "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": 18, + "review_unit_index": 49, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:43298", + "issue:44230", + "issue:45310" + ], + "soft_pairs": [ + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "1c834b20ca92568e357a81f5e7c32008a3e4301768f5bb9fc146fa229acf6d8a", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 5, + "serialized_chars": 5436, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: it mixes unrelated issues across MLflow reporting, checkpoint/tokenizer loading, tensor-parallel training, audio continuous batching, and Qwen fp8/from_pretrained behavior. The only clear pattern is weak title similarity around loading/inference.", + "confidence": 0.96, + "canonical_issue_reason": "If a representative issue must be chosen, #31515 is the most central hub in the weak soft-similarity graph (it links to #30333, #33453, and #36296), but the set is too heterogeneous to treat it as a real canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "#31515 is the best single anchor only because it has the most soft connections and covers the broadest 'loading' theme; however, it is not a good true canonical issue since the surrounding reports describe different bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow failure reporting vs slow checkpoint loading are different problems; shared wording around jobs/loading is superficial." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load slowness and tensor-parallel training bugs affect different code paths and symptoms." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/MoE inference, but one is fp8 support and the other is a transformers>=5.4.0 from_pretrained error; not the same concrete bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading and tokenizer-loading regression are different loading issues with no evidence of the same root cause." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and fp8 Qwen inference support are distinct capability gaps, not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "3028d1b860270971dd78eef5050fc71026c6ee470c340ee0ba0af29fb75111a0", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated issues: truncation behavior in tokenization, a ReduceLROnPlateau-like training feature request, and Wav2Vec2 word time offsets. The similarity appears to be superficial keyword overlap rather than the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue exists because the three issues cover different subsystems and requests; none is a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is a good global representative for the cluster since they do not share a single underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different topics: tokenizer truncation strategy vs. Wav2Vec2 word boundary timing. No shared bug or fix path." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated requests: token truncation option vs. learning-rate scheduler functionality. Only superficial wording similarity." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Different areas and goals: scheduler feature request vs. extracting word offsets from audio models. Not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 18, + "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": "a3f210db2b77849aa7e026021f533fd87a8f66ab010d6357608e32a147dd801d", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are only loosely related by NLP model/tokenizer troubleshooting, but they do not describe the same underlying bug. I would not merge the soft-similar pairs; issue #16618 is the broadest representative of the cluster.", + "confidence": 0.84, + "canonical_issue_reason": "#16618 is the most general and central report here: a concrete model-loading failure rather than a narrow tokenizer mismatch or an auth/error-message issue.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 best represents the cluster because it captures the broadest user-facing failure mode and is closest to a generic duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "#13244 is about TAPAS tokenization differing from TensorFlow code, while #16618 is a model-loading failure for bert-base-uncased; same domain, different bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "#15980 is specifically about a bad auth/download error message for private models, not the same failure as being unable to load bert-base-uncased." + } + ] + }, + "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": 18, + "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": "d5e86ceb27940589e2261ae6a804814ad94cc81bbf71ee6a4511249381104daa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community contribution feature requests, not duplicates: one for Flash Attention 2 support and one for GGUF support. They target different capabilities and should remain distinct issues.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue exists here; the two issues request different features for different architectures/formats.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "Community contribution: Adding Flash Attention 2 support for more architectures", + "right": "Community contribution: Adding GGUF support for more architectures", + "accept": false, + "reason": "Different underlying changes: Flash Attention 2 support vs GGUF support. They share a broad theme of architecture support, but not the same bug or code 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": 18, + "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": "2e67450dc6adfd65784fb70b7b7c470ef438ed554a420602c4a007bed251f407", + "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": "This cluster is mixed: three near-identical generic translation-template issues look like true duplicates, while the Turkish and Spanish translation requests are separate language-specific issues and should not be merged with them.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43834 is the best canonical issue for the duplicate trio because it is the earliest of the near-identical template issues and matches the same underlying request text.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the strongest overall issue representative among the duplicate template set; the other two template issues are effectively the same request, while the Turkish and Spanish issues are distinct.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language targets; same broad i18n theme, but not the same underlying request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish vs. generic/template translation issue; not the same concrete change." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific request is distinct from the generic placeholder translation issue." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different requested languages (Turkish vs Spanish), so these are not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request does not match the generic template issue as the same underlying change." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language-specific request versus generic template issue; too broad to merge." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request and generic template issue are not the same concrete bug/change." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Nearly identical titles/body structure and same translation-template request; looks like a duplicate." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic translation-template issue with near-identical content; likely duplicate." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Near-identical template translation issues with the same underlying request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the three placeholder-title issues are extremely close to each other and plausibly duplicates, while the Turkish and Spanish issues are clearly language-specific and reasonably kept separate. The canonical choice of issue:43834 is also conservative since it is the earliest of the three template issues. Soft-edge verdicts are appropriately cautious given the limited evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 18, + "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-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "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:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "162d950e09455e49aac934af4ad5cc30b5fc11eec460a0f35c6a4dd9ffcd7a42", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21660, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21660, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a collection of distinct model-request issues with only superficial title overlap (\u201cAdd model\u201d / \u201csupport\u201d). They do not describe the same underlying bug or change, so no soft pair should be merged.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 41115 is the closest representative because it is an active, broadly phrased model-architecture request, but the cluster overall is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41115 is the best single representative for this cluster by activity and generality, though it is still not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different requested models (EuroBert vs DEIMv2); same broad \u201cadd model\u201d theme only." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert and Qwen3-TTS are unrelated model families and modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are distinct model additions." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different models with different integration work." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR is vision/detection; LFM2.5 Audio 1.5B is audio, so not the same change." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and OpenAI weight-sparse transformer are unrelated requests." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR target different model families and tasks." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are separate model support requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated models and code paths." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and circuit-sparsity are different model requests." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT is a BERT-like text model; LFM2.5 Audio 1.5B is an audio model." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are distinct model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model families, not the same fix." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR are different model requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the weight-sparse transformer request are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different models with different implementation needs." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support are separate model integrations." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model support requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different models and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like models with RoPE overlap loosely in wording, but they are not the same concrete request." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE models and Voxtral TTS are unrelated model classes." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by name but are different support requests and code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are separate TTS model requests, not the same change." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and integrations." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the weight-sparse transformer request are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are both audio-related but describe different models and implementations." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are distinct audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE target different model families and features." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the sparse transformer request are unrelated." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are separate model requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are different model proposals." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different audio models, not one mergeable fix." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and code paths." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different vision-language 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": 7, + "component_count": 18, + "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-37934-10", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46143", + "issue:46144" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:46018", + "issue:42936|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:43240|issue:46144", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813", + "issue:42936|issue:43668", + "issue:43717|issue:46144", + "issue:46143|issue:46144" + ], + "prepared_review_unit_hash": "abbf85016386677f2924e99f5bf9bcd841ee881ceefb9ae4e546e8eb402b6dcc", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 13, + "serialized_chars": 10295, + "estimated_input_tokens": 2574, + "estimated_eval_tokens": 5404 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 13, + "serialized_chars": 10295, + "estimated_input_tokens": 2574, + "estimated_eval_tokens": 5404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a noisy, heterogeneous cluster of unrelated model/config/tokenizer issues. The only near-match is the RoFormer pair, but they still describe different defects, so no soft edges should be merged.", + "confidence": 0.92, + "canonical_issue_reason": "issue:46143 is the best representative because it is the broadest RoFormer bug report and describes the user-facing symptom of missing kwargs propagation; issue:46144 is a narrower attention-implementation detail.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46143 is the strongest cluster anchor: it is concrete, open, and the closest to the only plausible related RoFormer report while still being the more general failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different subsystems and defect types: Llama4 norm design question vs. ModernBERT config type-hint issue." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to kwargs not reaching loss calculation." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different models and different bugs: ignore_value usage vs. DeepSeek-V4 gating logic." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "No shared concrete code path; Mask2Former loss behavior is unrelated to RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Unrelated areas: Mask2Former training loss vs. tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Completely different bug class: unused ignore_value vs. a typo in a quantization symbol." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Both mention model plumbing, but one is about kwargs into loss functions and the other about RoFormer attention interface; not the same bug." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Generic kwargs forwarding issue does not match a ModernBERT config type-hint typo." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT type annotation issue and tokenizer regex warning are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A config typing typo is not the same underlying issue as a quantization nomenclature typo." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different components and symptom types: Mask2Former training logic vs. ModernBERT config typing." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba/Mamba-2 init_weights behavior is unrelated to RoFormer attention interface implementation." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Related RoFormer area, but different concrete defects: kwargs propagation through methods vs. attention implementation not using the attention interface." + } + ] + }, + "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": 18, + "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": "59c094d96466dc53a863f326b3a7bb9823d67eb66780fd9f71b1f9bce38bf84a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated feature requests: one is about block decoding, the other about DeepSeek v3.2 support. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the titles and likely scopes are different enough that neither issue is a duplicate of the other.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good global canonical representative for this cluster because they address different underlying requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics and likely different workstreams: block decoding behavior vs adding DeepSeek v3.2 support." + } + ] + }, + "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": 18, + "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": "db3db4a719fbd4170c86e38cdfbd027b0dcf3fab165017f42d50280b55d989fd", + "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 issues are related only at a high level (custom trainers / Trainer behavior), but they describe different problems and likely different fixes: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43598 is the more concrete and central trainer-customizability request; 43600 is a separate metric-estimation concern.", + "canonical_pr_reason": null, + "best_issue_reason": "43598 is the better representative issue for this cluster because it targets a specific Trainer customization gap rather than a narrower FLOPS-reporting edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They share the broad theme of custom trainers, but the underlying bugs are different: `remove_unused_column` behavior versus FLOPS estimation logic. Not the same fixable issue." + } + ] + }, + "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": 18, + "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": "91770ba5902bcdf51a75ab7a7967b2155c4aeb0f0e7f2eef15115fd4b562c331", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related only at a broad level (Qwen model registration in Auto classes), but they target different model families and different auto-class behaviors, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #43684 is the broader request and more likely to serve as a canonical issue for Qwen auto-registration coverage, since it asks for model registration in multiple AutoModel classes.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the better representative for the cluster because it is the more general registration request; #44405 is a narrower, different feature request for sequence classification on Qwen3.5.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Reject: they concern different underlying changes. #43684 is about adding Qwen3-Omni registration to AutoModel/AutoModelForConditionalGeneration, while #44405 asks for AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Different model variants and different auto-class targets mean they would not be merged into one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 18, + "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": "7657a1295e6344ff6fe3d84cf018dc398db95dac3e734c95f91f346e06fb6417", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4261, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4261, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues share the exact title \"huggingface \" and were opened in a short time window; issue 43835 has a different title and the packet does not connect it to that cluster. Issue 43845 is the earliest of the matching-title issues and is a reasonable canonical representative.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43845 is the earliest of the exact-title \"huggingface \" issues and best represents that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the best cluster representative because it matches the other two items by exact title and appears first in the matching trio.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles, and the packet provides no shared files, targets, or body details to link them." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles, with no additional evidence in the packet connecting them." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles, and the packet does not show any shared code-path or duplicate signal." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same exact title and created only seconds apart; nothing in the packet distinguishes them as separate issues." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title, and the creation times are still close enough to support a duplicate read with no contrary evidence in the packet." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and close creation times, with no other evidence suggesting different underlying issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster call is mostly grounded, but the rationale overstates the evidence. The packet only supports that 43845/43846/43859 share the exact title \"huggingface \" and are temporally near each other; it does not support saying they match \"exactly in timing\" or that 43835 is genuinely unrelated. Please keep the verdicts limited to title similarity and close creation times, without implying stronger evidence than the packet provides." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 18, + "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": "71c0cb34ffae99b0747f22ca4046f43da536e35bf1c3cede8202776552b109a7", + "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 appears to be spam/placeholder issues rather than real duplicate bug reports, so there is no substantive canonical duplicate set to merge.", + "confidence": 0.9, + "canonical_issue_reason": "44371 is the earliest of the repeated '' placeholders, so it is the least arbitrary representative if one must be chosen, but the cluster does not contain a real issue to canonicalize.", + "canonical_pr_reason": null, + "best_issue_reason": "44371 is the most representative only in the narrow sense that it matches other identical '' placeholders and is earliest; it is still not a meaningful issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Identical spam title, but no concrete report or code-path evidence that these are the same underlying issue; they look like separate spam submissions." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same '' placeholder, but there is no substantive description tying them to one bug report." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Generic documentation-suggestion title versus spam placeholder; no evidence of a shared underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Different vague spam/marketing-style title; not the same concrete problem." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Both are vague, but they do not describe the same underlying bug or change." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No concrete overlap beyond being low-information posts; not a duplicate bug report." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are identical spam placeholders, but identical title alone is not enough to treat them as the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus unrelated 'Google LLC' promo-like title; no shared bug/change." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Unrelated low-information titles with no evidence of a common 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": 13, + "component_count": 18, + "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": "5862a47e2f88e1739a63c1afe9c7e6b10c01ff2189cc6de6aad845b6b2b3d97a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues look very similar and may be duplicates, but the packet only shows identical titles plus soft-similarity evidence; without the bodies, that is not enough to make a definitive duplicate merge call.", + "confidence": 0.73, + "canonical_issue_reason": "If one must be chosen as canonical, issue:45145 is slightly better because it has an inbound reference, giving it marginally more triage signal than issue:45151.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45145 is the best issue candidate to keep as canonical for now because it is one of the two matching reports and has the stronger reference signal.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The titles match exactly, but the packet does not expose the issue bodies, so soft-similarity alone is insufficient to confirm the same underlying issue with confidence." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion is a bit too strong for the packet. The titles are identical, but the packet does not expose the issue bodies, so \"highly overlapping descriptions\" is not directly supported. The pair only has soft_similarity evidence and deterministic_accept is false, so a duplicate verdict should be framed more conservatively." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 18, + "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": 15, + "component_count": 18, + "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": "cd744a144887566c127fa4fc9ffb7e5d913a23b65fb132719ce7e2e919e34b81", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a broad level (4-bit inference), but they describe different bugs and code paths: Gemma4 audio modules hit a torch.finfo() TypeError on uint8 weights, while BitsAndBytesConfig.llm_int8_skip_modules changes lm_head exclusion handling and triggers an AssertionError. Not a duplicate pair.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue for a duplicate cluster: the two reports point to different failures. If one must be chosen as the more representative bug report, issue 45674 is broader and more actionable because it describes a configuration regression in BitsAndBytesConfig rather than a model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the better standalone tracking issue: it states a concrete regression, isolates the trigger, and is likely easier to fix and verify. Issue 45672 is narrower and model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different underlying bugs: one is a Gemma4/audio uint8 weight dtype failure in torch.finfo(), the other is a BitsAndBytesConfig exclusion-list regression causing an AssertionError. Same broad area, not the same fix." + } + ] + }, + "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": 18, + "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": "78f6891b3cbed2aa2ba780be392ec9cf71a5358c5b26125356f64795cdec6dd0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are extremely low-signal and look like unrelated name/date entries rather than duplicate bug reports. I would not cluster them as the same underlying issue.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #45762 is the better representative only because it was created first; neither issue contains enough technical detail to justify a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45762 is the most suitable placeholder canonical within this pair due to earlier creation time, but the cluster should not be treated as a real duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different titles with no bodies, filenames, targets, or discussion evidence; they do not appear to describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 18, + "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": "650caea3c1400805ac2f954963bee96dc360be9bf250ffc7a321d047f7684f60", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues with only personal-name/date titles and no body or linkage evidence. They do not describe a shared bug or change, so they should not be treated as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45764 is the earliest of the two, but neither issue contains actionable problem details; if one must be selected, the older item is the only consistent tiebreaker.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45764 is marginally better only as the earlier placeholder entry, but neither issue is a good canonical bug report because both lack any substantive description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles are different personal names with dates, and there is no body, target, filename, or discussion evidence indicating the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 18, + "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": "e38a57a32d46b1b778be65747f7e130fe75e63b8fddbf19169050a34a71aea2a", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "There are two clear duplicate pairs: 45870=45871 and 45872=45873. Issue 45869 is unrelated, and the two duplicate pairs appear to describe different feature/example requests rather than the same underlying item.", + "confidence": 0.92, + "canonical_issue_reason": "45870 is the best canonical issue among the duplicate set because it is an exact match to 45871, appears earlier, and has a clean representative title for its subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the strongest overall issue choice: it is an exact duplicate target, earliest in its pair, and more representative than the unrelated dataset-sales issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different subjects: dataset bundle promotion vs. a financial time series example request." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different subjects: dataset bundle promotion vs. a financial time series example request." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and same apparent issue content; this is a direct duplicate pair." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are finance-themed, but they describe different requests: a prediction example vs. a scraping-service example." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Both are finance-themed, but they describe different requests: a prediction example vs. a scraping-service example." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different feature/example requests with no evidence they are the same underlying issue." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different feature/example requests with no evidence they are the same underlying issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and same apparent issue content; this is a direct duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is well grounded in the packet: 45870/45871 and 45872/45873 are exact-title matches with matching body lengths, so calling them duplicate pairs is reasonable. The non-duplicate judgments are conservative and based on clearly different titles/themes. No evidence is overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "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:44827", + "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:46067", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "8493b12570e643bf9265794bf20bcd71d6d8f3a51bd5e6dc5ce7485bc21fb88c", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 22, + "serialized_chars": 38371, + "estimated_input_tokens": 9593, + "estimated_eval_tokens": 19442 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 22, + "serialized_chars": 38371, + "estimated_input_tokens": 9593, + "estimated_eval_tokens": 19442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly unrelated PRs that only share broad Python/Transformers similarity. The only true duplicate-like pair is the two `fixed_cross_entropy` kwargs fixes; everything else touches different models, tests, or utilities and should stay separate.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the better canonical representative: it directly addresses the linked issue with a focused `cross_entropy` kwargs pass-through fix and cleanly extends the helper API.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest overall representative of the cluster because it is the most concrete bug fix and the only one clearly tied to an issue target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different changes: adding the VideoPrism model docs/code vs adding an executorch dynamic-shape export test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated: Mistral tokenizer API completion vs introducing the MobileLLM model." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer helper additions and an executorch export test are separate concerns." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness and MobileLLM model implementation are not the same bug/change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:46067", + "accept": false, + "reason": "`cross_entropy` kwargs forwarding and base-model-prefix conversion loading fixes are unrelated code paths." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss helper kwargs support is unrelated to adding a new model architecture." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "A loss helper fix is not the same as Mistral4 test/model work." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46067", + "accept": false, + "reason": "Executorch dynamic-shape testing and conversion-loading prefix handling are different issues." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "These target different subsystems: executorch export tests vs Mistral4 fixes/tests." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model support is unrelated to `cls.config` resolution ordering." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition and Falcon output-interface refactoring are not the same change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46067", + "accept": false, + "reason": "A new model addition does not match the loading/conversion prefix fix." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-capture refactor and Mistral4 test fixes are distinct model-specific changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactoring and the model-creation skill are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46067", + "accept": false, + "reason": "Mistral4 test fixes do not match the conversion loading prefix bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test changes and the `layrnorm` spelling fix are different fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and the TDT loss kernel addition are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 work and the `cls.config` resolution-order fix are not the same issue." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Model tests/fixes are unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A new model addition is not the same as the model-creation skill/doc tooling PR." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same concrete `fixed_cross_entropy` issue by adding supported kwargs through to `nn.functional.cross_entropy`; they are plausibly mergeable into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft-edge pair, PR 43251 with PR 43254, is clearly mergeable as the same `fixed_cross_entropy` kwargs fix in the same file and issue target. The remaining pair rejections are supported by distinct titles, filenames, and change scopes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 27, + "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": "2350ef65435f301af583a20f62c1cefae8245e074fb0f8f2dc5c4dec93dd71a2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related VibeVoice PRs, but they are not duplicates: one is the base VibeVoice implementation and the other adds a separate realtime/acoustic-tokenizer extension.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the better canonical representative because it is the broader initial VibeVoice implementation and establishes the core model/package/docs.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the best single representative of the cluster since it covers the foundational codepath, while #42781 is a later, narrower realtime follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "They share a model family and filenames, but #42781 adds realtime-specific behavior and an acoustic tokenizer stack rather than fixing the same concrete bug/change as #40546. They would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 27, + "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": "6e1e8f057d9615459fe4e3c9febceb1d7a1c83ecb8c9a2621557bf7f9337ff6b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated feature additions in different model families, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support; they address different code paths and use cases.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global representative for a duplicate cluster because they are not the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and different functionality: TimesFM forecasting with covariates vs DINOv3 image classification support. They do not fix the same bug or implement 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": 4, + "component_count": 27, + "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": 27, + "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": "9770363040b3b997c3406655fa903b7246fb74a803fd190a9908b5d1cc3b5bc0", + "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": "All three pull requests are distinct model-addition PRs that share only the same Transformers integration pattern. They are not duplicates or the same underlying fix/change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a better canonical representative here because these are unrelated additions for different models (DeepSeek OCR, Isaac, Kimi2-6).", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model integrations for DeepSeek OCR vs Isaac; shared auto-registration and docs edits are template-level similarity, not the same code-path change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model families and implementation targets (Isaac vs Kimi2-6). They overlap only in common new-model scaffolding, so 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": 6, + "component_count": 27, + "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": "9848e7d3fa88583c9fb090ffc85e763e0e3bb21c9f5be29ae944d89076de8ff6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related workflow maintenance PRs, but they target different action families and fixes: one is a broad GitHub Actions runtime compatibility bump, the other is a Docker build action version upgrade. They should not be treated as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader representative of the cluster because it updates multiple core GitHub Actions steps across many workflows for Node 24 compatibility, whereas 42976 is a narrower docker/build-push-action bump.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the better cluster representative due to its wider scope and clearer unifying purpose across workflows.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different underlying changes: 42975 upgrades checkout/cache/upload-artifact and related GitHub Actions for Node 24 compatibility; 42976 specifically bumps docker/build-push-action to v6. Shared workflow filenames alone are not enough to merge them as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 27, + "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": "cd6b320f71ccfccc693c1557a3538fed90f8b8777b2675f104f4eebdea711229", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14183, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14183, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These pull requests are all unrelated model additions/integrations that only overlap on generic Transformers boilerplate (docs, auto-mappings, tests). They are not duplicates of the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No PR is a true canonical duplicate for the cluster. If a single representative is needed, Molmo2 is the broadest integration and most developed PR, but it is still a distinct model addition from the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA and Molmo add different models, files, and code paths; shared auto/docs boilerplate is not enough to treat them as the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are separate model integrations with distinct architectures and implementation files; no same bug or same fix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM target different model families and model-specific code; overlap is only generic registration/docs work." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by name but are distinct model additions with different configs, processors, and modeling code, so they are not the same PR-level change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM do not share a concrete bug or code-path fix; they are separate feature PRs." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model integrations touching different subsystems; shared boilerplate does not justify merging them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 27, + "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-43291-4", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46102" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:46102", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "49639eb6e8ec9b2a751ec442d512659d73a3238026a97ec1c8b5413f503b67d3", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9391, + "estimated_input_tokens": 2348, + "estimated_eval_tokens": 4952 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9391, + "estimated_input_tokens": 2348, + "estimated_eval_tokens": 4952 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates of one another: they span unrelated areas (Whisper tokenization/tests, CLIP/ViT test edits, FP8 dequantization, and FSDP tied-weights cleanup). The soft similarity signals are driven mostly by generic test churn or broad transformer infrastructure overlap, not the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good canonical representative because the cluster does not contain one shared fix; the PRs address different code paths and should remain separate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both touch tests, but for different models and different changes; the Whisper tokenizer/test PR is unrelated to the CLIP/ViT test edits." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode/tokenization fixes are unrelated to FP8 dequantization and loading logic changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46102", + "accept": false, + "reason": "Generic test modifications in CLIP/ViT do not indicate the same bug or change as the FSDP tied-weights cleanup." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "One PR is only test edits for vision models; the other is a substantive FP8 dequant fix in core/integration code, so they are not 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": 9, + "component_count": 27, + "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-43488-5", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45932", + "pull_request:46100", + "pull_request:46114" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46114", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46114", + "pull_request:45932|pull_request:46100", + "pull_request:46100|pull_request:46114" + ], + "prepared_review_unit_hash": "2eec3b5cb3d97b44aa74a3d25d9b14b796c45831bcd5f2ccbd5366c10925862e", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11340, + "estimated_input_tokens": 2835, + "estimated_eval_tokens": 5926 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11340, + "estimated_input_tokens": 2835, + "estimated_eval_tokens": 5926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only PRs 46100 and 46114 look like the same duplicated test-migration change; the rest touch different code paths or combine unrelated edits despite occasional filename overlap.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46114 is the best canonical representative because it is an exact duplicate of 46100, and its title more clearly describes the test-migration purpose.", + "best_issue_reason": null, + "best_pr_reason": "PR 46114 is the strongest global representative: it exactly matches 46100 in the same ViT test file, while the other PRs are unrelated or mixed-purpose.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "Both mention tests/model files, but 43488 is about setup/version/dependency changes and repo-bot checking, while 46114 is a ViT test-migration stub; not the same underlying change." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "They share only the ViT test file, but the diffs are different: 43488 changes packaging/versioning, while 43532 rewrites workflow/CI behavior and related utilities." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "Same test file overlap is incidental; 43532 is a broad CI/workflow change, whereas 46114 is only a ViT test migration edit." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "These target different areas: 45932 changes multiple model implementations and CI plumbing, while 46100 only injects failing ViT tests for migration." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": true, + "reason": "The diffs are effectively identical: same failing test additions in tests/models/vit/test_modeling_vit.py for the same migration check, so they are the same underlying change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are grounded in the packet: 46100 and 46114 have identical diffs in the same ViT test file, while the other PRs touch different files and/or broader unrelated workflows. The soft-edge refusals are conservative, and the one accepted pair is supported by matching diffs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 27, + "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": "257d9ae4e26389b293464ecc26981b22831f22c32914e873529334acee1bc374", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two related but distinct pull requests: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share documentation and registry plumbing, but they implement different pipelines with different model/test coverage, so they should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two PRs implement different pipeline features and different code paths, despite overlapping framework/docs updates.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader/more complete representative if one had to pick a single PR, but it still targets a different feature than 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Reject: Promptable Concept Segmentation and Promptable Visual Segmentation are different features with different pipeline modules, model docs, and tests; the overlap is mostly shared docs/registry plumbing, not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 27, + "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": "01e4ba9ece114872880cf4094236e6c77116eff4477cad7f9f748e9cbf99fc63", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in src/transformers/trainer.py both add extensibility hooks for custom trainers, but they address different code paths: gradient-accumulation loss scaling vs. signature-column filtering. They are related in style, not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR stands out as a duplicate representative; the PRs are independent refactors/hook additions targeting different trainer behaviors.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the more concrete trainer behavior change, modifying training_step loss scaling and adding a control property for custom trainers.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying changes: #43651 changes gradient accumulation loss scaling in training_step, while #43663 refactors signature-column filtering. They do not fix the same bug and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 27, + "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": "2f40a2cbd0b72e1f830119f1e84b7752d22e2d1d4324ddf01ca29a75260b7253", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two pull requests touch the same file and both mention NameError in the CLI, but they fix different runtime problems: one adjusts annotations/imports broadly, while the other specifically handles `TypeAdapter` when pydantic is unavailable. They should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the more canonical fix for the specific `TypeAdapter` NameError reported by its linked issue; its code change is narrowly targeted and directly addresses the missing `TypeAdapter` reference in `serve.py`.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best representative because it matches the explicit bug report and makes the precise runtime fix, rather than a broader type-annotation cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "They are not the same underlying change: #43656 fixes annotation/runtime typing issues in `serve.py` more generally, while #43842 specifically imports/quotes `TypeAdapter` to prevent a NameError when pydantic is absent. Same file, different bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 27, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request: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", + "pull_request:44018|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44101", + "pull_request:44017|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44068", + "pull_request:44018|pull_request:44059", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "f2ab6e2583d4b7127f8753cf8d085d7901cccfef06cf68a654489240509b0527", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84503, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76934, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a broad family of output-tracing refactors across unrelated model backbones. I only accept the GPT-Neo pair and the GPT-J/CodeGen family as true duplicates; the rest are same-theme but different code paths/models.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the clearest representative of the GPT-J/CodeGen output-tracing refactor family: it touches the same concrete code path as the other GPT-J variants and looks like the most complete/latest version.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 best represents the duplicate set because it covers the same GPT-J/CodeGen standardized output-tracing change with the broadest scope among the near-duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families (CVT/FNet vs GPT-J); same refactor theme only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different backbones and code paths; both are output-tracing refactors but not the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor on the same code path; these look like duplicate implementations." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet vs EfficientNet; similar decorator migration, but different model code paths." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J are unrelated backbones; not the same bug/change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; same theme, different code." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTaV2; unrelated implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen output tracing vs MGP-STR output tracing; different model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT; only broadly related by standardized tracing." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors touching the same model code path and could plausibly be merged into one PR." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; same refactor pattern, but not the same underlying change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model families; not duplicates." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing vs GPT-J/CodeGen output tracing; unrelated concrete changes." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR vs GPT-J/CodeGen; same migration style, different code path." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet refactor vs GPT-J refactor; different model backbones." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo vs ResNet; not the same change." + }, + { + "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 refactor vs GPT-J/CodeGen refactor; related theme only." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44116", + "accept": false, + "reason": "MPT vs Flaubert/XLM-style attention code; different underlying changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo refactor vs MGP-STR refactor; same pattern, different path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT; not the same concrete bug/change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 output tracing vs MGP-STR output tracing; different model code." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR; same broad topic, different models." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT vs Flaubert/XLM; different model families and code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 refactor vs GPT-J/CodeGen refactor; not duplicates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT touch different model stacks." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert vs VisualBert; different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated models." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM; same migration idea, not same change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5; different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated backbones." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet vs LongT5; not the same change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet vs LongT5; unrelated code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet are different models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert vs GPT-Neo; different refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44085", + "accept": false, + "reason": "MPNet vs GPT-J; only the output-tracing pattern matches." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are unrelated code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are different backbones." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 vs GPT-Neo; same kind of refactor but not the same change." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM vs LongT5; unrelated models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet vs Segformer; different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT vs SpeechT5; different implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert vs DeBERTaV2; same tracing theme, different code." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTaV2 vs TextNet; not the same underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the same GPT-J/CodeGen standardized output-tracing refactor and could be collapsed into one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing change on the same code path; the later PR appears to subsume the earlier variant." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5; unrelated model code." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet refactor vs ResNet refactor; different backbones." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 vs SpeechT5; different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTaV2 vs VITS; same output-tracing theme only." + }, + { + "left": "pull_request:44161", + "right": "pull_request:44024", + "accept": false, + "reason": "LongT5 vs FocalNet; unrelated implementations." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about cross-model similarities. The accepted pairs are the two clear same-family/same-code-path cases (GPT-Neo; GPT-J/CodeGen), and the rejections appropriately avoid merging unrelated backbones or merely similar refactor patterns. No soft-edge verdict overstates 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": 27, + "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": "5726065c22cdbce04ec255dad8e2f97797601827eb7a80ff801674ea654e3020", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84503, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13069, + "estimated_input_tokens": 3268, + "estimated_eval_tokens": 6792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All items are model-specific refactors around standardized output tracing/capture_outputs, but they touch different model implementations and code paths, so they are similar in theme rather than duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit issue link, a concrete SpeechT5 code-path refactor, and enough context to stand in for the cluster theme.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best single PR to anchor this cluster because it is the most self-contained and explicitly tied to a tracked issue; the others are separate model-local refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Different model implementations (VisualBert vs TextNet) and different files; same refactor pattern only, not the same bug/change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are separate code paths in different model files; they share the output-tracing refactor theme but not a mergeable duplicate change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Both standardize output tracing, but on different models and forward paths, so they are not the same concrete fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model-specific implementations; similar decorator migration does not make them duplicates." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 touch different code paths and model internals; they are thematically similar but not 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": 15, + "component_count": 27, + "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-43998-14", + "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", + "pull_request:46106" + ], + "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", + "pull_request:44027|pull_request:46106", + "pull_request:44026|pull_request:46106", + "pull_request:44001|pull_request:46106", + "pull_request:44002|pull_request:46106", + "pull_request:43998|pull_request:46106" + ], + "prepared_review_unit_hash": "abaa187c5d199e446efd5a59db0a580da50cdb29a00539078f1f1a940eef8d9f", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 45, + "serialized_chars": 43782, + "estimated_input_tokens": 10946, + "estimated_eval_tokens": 22148 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 45, + "serialized_chars": 43782, + "estimated_input_tokens": 10946, + "estimated_eval_tokens": 22148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly a family of per-model output-tracing refactors (`can_return_tuple`/`capture_outputs`) across unrelated model implementations, plus one unrelated docs toctree cleanup. These are thematically similar but not duplicate fixes, so I rejected all soft edges.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44025 is the best representative of the main cluster: it is a central output-tracing refactor, spans multiple related files, and uses the new tracing helpers in a concrete model family.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the strongest single PR in the set to represent the cluster because it is central to the tracing-refactor theme and touches a broader, more self-contained change than the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:46106", + "accept": false, + "reason": "Docs toctree restructuring is unrelated to model output-tracing refactors." + }, + { + "left": "pull_request:44026", + "right": "pull_request:46106", + "accept": false, + "reason": "Docs toctree restructuring is unrelated to model output-tracing refactors." + }, + { + "left": "pull_request:44001", + "right": "pull_request:46106", + "accept": false, + "reason": "Docs toctree restructuring is unrelated to model output-tracing refactors." + }, + { + "left": "pull_request:44002", + "right": "pull_request:46106", + "accept": false, + "reason": "Docs toctree restructuring is unrelated to model output-tracing refactors." + }, + { + "left": "pull_request:43998", + "right": "pull_request:46106", + "accept": false, + "reason": "Docs toctree restructuring is unrelated to model output-tracing refactors." + } + ] + }, + "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": 27, + "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": "3a08399c07d94fb6ccd34807035b18d99e99e13bf647e8eb2740a70ad027b42d", + "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": "These PRs are not duplicates; they add three different models/features and only overlap on common Transformers plumbing and docs integration.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the cluster contains three distinct model-addition PRs (PenguinVL, DeepSeek-OCR-2, Voxtral TTS) with different codepaths and artifacts.", + "best_issue_reason": null, + "best_pr_reason": "PR 45075 is the most self-contained representative of the group, with a full model package plus conversion and tests, but it is still unrelated to the other two PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and unrelated functionality: PenguinVL vision-language support vs Voxtral TTS support. Shared auto/docs files are just standard integration scaffolding." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different model families and codepaths: PenguinVL vs DeepSeek-OCR-2. Overlap is limited to generic registry/docs files, not the same bug or change." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "Distinct model additions for OCR and TTS. They touch common Transformers registration files, but not the same concrete implementation problem." + } + ] + }, + "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": 27, + "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": "fb21c15f8fa681122e290231f9dd0b600aaa38a2eba7eeca1bc2f7d6e378de39", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about fusion, but they target different layers and different code paths: one introduces a generic module-fusion API, the other adds KernelConfig-driven n-to-1 kernel fusion integration. They are related features, not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45363 is the better cluster representative because it is the more concrete end-to-end fusion feature, with changes spanning model loading/integration and a usage example; PR 44979 is a separate foundational module-fusion API.", + "best_issue_reason": null, + "best_pr_reason": "PR 45363 has the clearest user-facing behavior and concrete implementation path for kernel-based fusion, making it the best single representative of this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related fusion work, but not the same change: 44979 adds a generic Module Fusion API, while 45363 implements KernelConfig-based n-to-1 kernel fusion wiring. Different abstractions and code paths, 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": 18, + "component_count": 27, + "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": "d28221aae625b37665e16e581142cf96e041b3e5207ea7613b069451a7066193", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same Mistral regex AttributeError in the same tokenizer code path; 45317 is the more complete change because it adds tests, but they are still duplicate/overlapping fixes.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45317 is the better canonical PR because it targets the same bug as 45086 but includes test coverage and clearer problem framing, making it the more complete representative fix.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45317 is the best overall PR choice since it addresses the exact same concrete failure in _patch_mistral_regex and adds validation, while 45086 is a thinner version of the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Accept: both PRs change the same tokenizer code path to fix the same AttributeError in _patch_mistral_regex, with the same issue target and nearly identical patch semantics; 45317 just adds tests." + } + ] + }, + "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": 27, + "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": "7fc64e8d89cd26392458e300e0a5a00093dfd1c00e535251792d8faa7c3ad5b8", + "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": "Both PRs are about NemotronH, but they target different changes: #45115 is a small conversion/mapping and inheritance refactor, while #45569 is a broader model split introducing NemotronHDense/NemotronHSparse, docs, auto-mapping, and tests. They are related, but not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45569 is the more complete, end-to-end NemotronH redesign PR: it introduces the new dense/sparse model packages, updates auto mappings, docs, and tests. #45115 is narrower and looks like an implementation detail around conversion mappings/inheritance.", + "best_issue_reason": null, + "best_pr_reason": "#45569 is the strongest representative of the cluster because it covers the full user-facing refactor rather than just a supporting code-path change. #45115 alone would not represent the broader NemotronH split.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related NemotronH work, but not the same concrete bug/change: #45115 focuses on checkpoint conversion key renaming and class inheritance, while #45569 adds separate dense/sparse model variants plus docs and tests. 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": 20, + "component_count": 27, + "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": "be259e01af10743963a2b3ad1e9dca38924423ba74f80d0c74f23d576c2236c3", + "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 closely related feature PRs in the heterogeneous-config/modeling area, but they are not duplicates: one adds per-layer config support, the other adds model/cache-side heterogeneous behavior built on top of it.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it extends heterogeneous support into cache/modeling paths and appears to subsume the narrower config plumbing work in #45333.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best representative for the cluster because it covers the end-to-end heterogeneous model support rather than only the configuration layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but different concrete changes: #45333 introduces per-layer configuration plumbing, while #45332 adds model/cache behavior using that plumbing. They are complementary, not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 27, + "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": "07cdd4786827860211987acf59deb8c8051d5c49f81dd756a21cc7302e398c6d", + "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 typing-focused PRs with some overlap in modeling_utils/flash attention, but they address different scopes: one is a broad repo-wide type-checking sweep, the other is a narrower typing-API/Protocol cleanup.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the better canonical representative because it is a more coherent, narrowly scoped typing change centered on shared typing helpers and model utility annotations, rather than a broad enablement sweep.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best overall PR in the cluster: it has a clearer concrete purpose and a tighter change set. PR 45415 is too broad and infrastructure-like to serve as the best representative duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: both are typing-related and share a few files, but they do not appear to fix the same concrete code-path problem. 45415 is a wide type-checking pass across many modules; 45425 adds specific typing protocols/helpers for model utility integration. They are related work, not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45487-5", + "nodes": [ + "pull_request:45487", + "pull_request:46101", + "pull_request:46109", + "pull_request:46135", + "pull_request:46151" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:46101", + "pull_request:45487|pull_request:46151", + "pull_request:46101|pull_request:46151", + "pull_request:46109|pull_request:46151", + "pull_request:46135|pull_request:46151" + ], + "prepared_review_unit_hash": "c2f792778bee4fe1a60cf980168bf85fcf491669c733d178a15df109b11149a3", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12529, + "estimated_input_tokens": 3133, + "estimated_eval_tokens": 6522 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12529, + "estimated_input_tokens": 3133, + "estimated_eval_tokens": 6522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only by broad device/parallel test themes, but they do not describe the same underlying bug or change. Most are model- or test-specific fixes in different code paths, so they should not be merged as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a clear duplicate target for the cluster. If one must be chosen, 45487 is the most concrete runtime bug fix and is broader than the others, which are mostly test-only or unrelated model/device adjustments.", + "best_issue_reason": null, + "best_pr_reason": "45487 is the strongest representative of an actual code-path fix, but the cluster as a whole is too mixed for a truly good global PR canonical.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:46101", + "accept": false, + "reason": "Both are device-placement fixes, but for different model code paths (AltCLIP/ChineseCLIP vs Qwen2 audio). They are not the same underlying bug and would not be merged into one PR." + }, + { + "left": "pull_request:45487", + "right": "pull_request:46151", + "accept": false, + "reason": "45487 fixes model-parallel tensor placement in model code, while 46151 only adds XPU expectations in pipeline tests. Different change types and different subsystems." + }, + { + "left": "pull_request:46101", + "right": "pull_request:46151", + "accept": false, + "reason": "Qwen2 audio runtime fix vs token-classification test expectations; they do not address the same bug or code path." + }, + { + "left": "pull_request:46109", + "right": "pull_request:46151", + "accept": false, + "reason": "These are both test-related, but one is distributed trainer parity checks and the other is pipeline token-classification expectations. Broadly similar theme, but not the same change." + }, + { + "left": "pull_request:46135", + "right": "pull_request:46151", + "accept": false, + "reason": "Kosmos2.5 integration-test expectations for XPU are unrelated to token-classification pipeline expectations; no shared underlying bug or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-3", + "nodes": [ + "pull_request:45513", + "pull_request:46084", + "pull_request:46098" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084", + "pull_request:46084|pull_request:46098" + ], + "prepared_review_unit_hash": "9d6eca23646fc55e3cbf63b75f4080a61f0bf0ca9200f2377bf652a19678affc", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7427, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7427, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs are near-duplicates for the same Mamba2 seq_len>1 cached-forward bug; the Qwen3.5 PR is unrelated and should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46098 is the best canonical PR for the Mamba2 bug: it has the clearest title, explicitly references the tracking issue, and includes the code fix plus tests/docs around the same concrete failure mode.", + "best_issue_reason": null, + "best_pr_reason": "PR #46098 is the strongest representative of the duplicate Mamba2 fix because it targets the exact seq_len>1 cache bug in Mamba2Mixer and appears to subsume the narrower #46084 patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different model families and code paths: Qwen3.5/GDN linear attention vs Mamba2 mixer cache handling. They are not the same underlying bug." + }, + { + "left": "pull_request:46084", + "right": "pull_request:46098", + "accept": true, + "reason": "Same underlying Mamba2 cache bug for seq_len>1, same issue target, and overlapping files/tests; #46098 looks like a broader version of the same fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: PR #45513 is clearly a different model/fix area from the Mamba2 PRs, while #46084 and #46098 both target the same Mamba2 `use_cache`/`seq_len > 1` issue and share the same issue target and files. The duplicate/near-duplicate judgment is conservative and supported by the titles, shared target 46032, and overlapping diff scope. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 27, + "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": "7ec38683b82858f59d2252211985694ff4f7ad34e821b7fd8ac448f8292bfe42", + "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": "Two expert-parallel loading PRs are related at a high level, but they fix different concrete bugs and should not be merged as duplicates. 45662 is the stronger representative of the cluster.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the most representative PR here because it targets a specific, concrete failure mode in expert-parallel loading ('experts silently overwritten by rank-0 broadcast') with a focused fix in the loading path.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the best overall triage choice because it is the most actionable and self-contained fix in the cluster, with a clear bug statement and a direct code-path correction.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "They share the EP/loading theme, but the bugs differ: 45548 is about preserving distributed_config and exposing has_ep for accelerate/ZeRO-3 loading, while 45662 prevents expert parameters from being overwritten during rank-0 broadcast in FSDP2. Different failure modes and code paths." + } + ] + }, + "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": 27, + "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": "7a20459a50cfe92d20c3816ae20d859568aa0cc5c4f7826a1dce4729aeefc3fe", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same xdist-related captured_info collision problem around patched testing/debug output. PR 45645 is the more complete candidate because it fixes the producer side and updates CI log collection to handle multiple files, while 45639 is the narrower code-path fix.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the best canonical PR: it addresses the full xdist collision workflow, including the testing_utils filename change and the CI-side aggregation needed to consume multiple captured_info files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest overall representative because it covers the underlying bug plus the downstream log handling needed for the fix to work cleanly in CI.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug/change: xdist collisions in captured_info/debug logs. The diffs overlap on the same testing_utils code path, and 45645 plausibly extends 45639 with the CI workflow changes needed for the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 27, + "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-46069-3", + "nodes": [ + "pull_request:46069", + "pull_request:46073", + "pull_request:46154" + ], + "soft_pairs": [ + "pull_request:46069|pull_request:46073", + "pull_request:46069|pull_request:46154", + "pull_request:46073|pull_request:46154" + ], + "prepared_review_unit_hash": "07ced58d7b94b3d5ee2db7dc031707c9be4d43b9a58057a62aa93941c516f8cd", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7263, + "estimated_input_tokens": 1816, + "estimated_eval_tokens": 3888 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7263, + "estimated_input_tokens": 1816, + "estimated_eval_tokens": 3888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-specific PRs adding attn_implementation/SDPA dispatch support. They share a broad theme, but they do not fix the same concrete code path and should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46154 is the most representative exemplar of the cluster: it has a concrete T5 SDPA dispatch implementation plus tests, but the cluster is not a true duplicate set.", + "best_issue_reason": null, + "best_pr_reason": "PR 46154 is the strongest standalone PR in the set because it includes the most complete implementation/test coverage. The others are similarly scoped but for different models, so they are not interchangeable.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46069", + "right": "pull_request:46073", + "accept": false, + "reason": "Both are attention-dispatch enablement PRs, but for different models (ShieldGemma2 vs CTRL) and different model code paths. Same broad feature, not the same change." + }, + { + "left": "pull_request:46069", + "right": "pull_request:46154", + "accept": false, + "reason": "ShieldGemma2 image-classification attention dispatch and T5 seq2seq SDPA dispatch are model-specific changes with different implementations and tests, so they are not duplicates." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "CTRL and T5 are separate model implementations; both add SDPA dispatch support but touch different architectures and code paths, so they should not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260522T120016Z/analysis-runs/hybrid-model-20260522t120016z/manifest.json b/snapshots/20260522T120016Z/analysis-runs/hybrid-model-20260522t120016z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a55af29c16b4b79b5b970ebada9d24e945ea766e --- /dev/null +++ b/snapshots/20260522T120016Z/analysis-runs/hybrid-model-20260522t120016z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260522t120016z", + "artifacts": { + "hybrid": "snapshots/20260522T120016Z/analysis-runs/hybrid-model-20260522t120016z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260522T120016Z/analysis-runs/hybrid-model-20260522t120016z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-22T12:11:51Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260522T120016Z", + "variant": "hybrid" +} diff --git a/snapshots/20260522T120016Z/manifest.json b/snapshots/20260522T120016Z/manifest.json index c98a4007fc0bf885fd16032e64ad74b614cebae9..4eae2f4a8dbbbf72150392eff97dc45ddcbb4b8d 100644 --- a/snapshots/20260522T120016Z/manifest.json +++ b/snapshots/20260522T120016Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 445 }, "extracted_at": "2026-05-22T12:00:16Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260522t120016z", + "runs": { + "hybrid-model-20260522t120016z": { + "analysis_id": "hybrid-model-20260522t120016z", + "artifacts": { + "hybrid": "snapshots/20260522T120016Z/analysis-runs/hybrid-model-20260522t120016z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260522T120016Z/analysis-runs/hybrid-model-20260522t120016z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260522T120016Z/analysis-runs/hybrid-model-20260522t120016z/manifest.json", + "model": null, + "published_at": "2026-05-22T12:11:51Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260522T120016Z", "watermark": {